{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入相关的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torch.utils.data import DataLoader, TensorDataset\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入数据\n",
    "data_train = pd.read_csv(r\"G:\\Course Materials\\数据挖掘\\HW3 分类模型\\forest_train_data.csv\")\n",
    "data_test = pd.read_csv(r\"G:\\Course Materials\\数据挖掘\\HW3 分类模型\\forest_test_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unnamed: 0 is continuity fearure\n",
      "Elevation is continuity fearure\n",
      "Aspect is continuity fearure\n",
      "Slope is continuity fearure\n",
      "Horizontal_Distance_To_Hydrology is continuity fearure\n",
      "Vertical_Distance_To_Hydrology is continuity fearure\n",
      "Horizontal_Distance_To_Roadways is continuity fearure\n",
      "Hillshade_9am is continuity fearure\n",
      "Hillshade_Noon is continuity fearure\n",
      "Hillshade_3pm is continuity fearure\n",
      "Horizontal_Distance_To_Fire_Points is continuity fearure\n",
      "Wilderness_Area1 is discrete fearure\n",
      "Wilderness_Area2 is discrete fearure\n",
      "Wilderness_Area3 is discrete fearure\n",
      "Wilderness_Area4 is discrete fearure\n",
      "Soil_Type1 is discrete fearure\n",
      "Soil_Type2 is discrete fearure\n",
      "Soil_Type3 is discrete fearure\n",
      "Soil_Type4 is discrete fearure\n",
      "Soil_Type5 is discrete fearure\n",
      "Soil_Type6 is discrete fearure\n",
      "Soil_Type7 is discrete fearure\n",
      "Soil_Type8 is discrete fearure\n",
      "Soil_Type9 is discrete fearure\n",
      "Soil_Type10 is discrete fearure\n",
      "Soil_Type11 is discrete fearure\n",
      "Soil_Type12 is discrete fearure\n",
      "Soil_Type13 is discrete fearure\n",
      "Soil_Type14 is discrete fearure\n",
      "Soil_Type15 is discrete fearure\n",
      "Soil_Type16 is discrete fearure\n",
      "Soil_Type17 is discrete fearure\n",
      "Soil_Type18 is discrete fearure\n",
      "Soil_Type19 is discrete fearure\n",
      "Soil_Type20 is discrete fearure\n",
      "Soil_Type21 is discrete fearure\n",
      "Soil_Type22 is discrete fearure\n",
      "Soil_Type23 is discrete fearure\n",
      "Soil_Type24 is discrete fearure\n",
      "Soil_Type25 is discrete fearure\n",
      "Soil_Type26 is discrete fearure\n",
      "Soil_Type27 is discrete fearure\n",
      "Soil_Type28 is discrete fearure\n",
      "Soil_Type29 is discrete fearure\n",
      "Soil_Type30 is discrete fearure\n",
      "Soil_Type31 is discrete fearure\n",
      "Soil_Type32 is discrete fearure\n",
      "Soil_Type33 is discrete fearure\n",
      "Soil_Type34 is discrete fearure\n",
      "Soil_Type35 is discrete fearure\n",
      "Soil_Type36 is discrete fearure\n",
      "Soil_Type37 is discrete fearure\n",
      "Soil_Type38 is discrete fearure\n",
      "Soil_Type39 is discrete fearure\n",
      "Soil_Type40 is discrete fearure\n",
      "Cover_Type is discrete fearure\n",
      "continuity count: 11,\n",
      " discrete count: 45,\n",
      " all count: 56\n"
     ]
    }
   ],
   "source": [
    "continuity_count = 0\n",
    "discrete_count = 0\n",
    "\n",
    "for column_name, column_data in data_train.items():\n",
    "    if data_train[column_name].value_counts().count() > 10:\n",
    "        print(f'{column_name} is continuity fearure')\n",
    "        continuity_count += 1\n",
    "    else:\n",
    "        print(f'{column_name} is discrete fearure')\n",
    "        discrete_count += 1\n",
    "\n",
    "print(f'continuity count: {continuity_count},\\n discrete count: {discrete_count},\\n all count: {len(data_train.columns)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'pandas_summary'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[4], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas_summary\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DataFrameSummary\n\u001b[0;32m      2\u001b[0m data_s \u001b[38;5;241m=\u001b[39m DataFrameSummary(data_train)\n\u001b[0;32m      3\u001b[0m data_s\u001b[38;5;241m.\u001b[39msummary()\u001b[38;5;241m.\u001b[39mto_csv(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msummary.csv\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pandas_summary'"
     ]
    }
   ],
   "source": [
    "from pandas_summary import DataFrameSummary\n",
    "data_s = DataFrameSummary(data_train)\n",
    "data_s.summary().to_csv('summary.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 简单的数据可视化\n",
    "for i in range(1,11):\n",
    "    data = data_train.iloc[:,i]\n",
    "    sns.histplot(data, bins = 30, kde = True, color = 'blue', alpha = 0.5)\n",
    "    plt.title(f'{data_train.columns[i]}Histogram')\n",
    "    plt.xlabel(f'{data_train.columns[i]}')\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_split(data):\n",
    "    train = data[data['ch'] == 'train']\n",
    "    test = data[data['ch'] == 'test']\n",
    "\n",
    "    X_train = train.iloc[:, :-2]\n",
    "    y_train = train.loc[:,['Cover_Type']]\n",
    "    X_test = test.iloc[:, :-2]\n",
    "    y_test = test.loc[:,['Cover_Type']]\n",
    "\n",
    "    tensor_dict = {}\n",
    "    for data ,name in zip([X_train,X_test,y_train,y_test],['X_train','X_test','y_train','y_test']):\n",
    "        if data.shape[1] > 1:\n",
    "            tensor_dict[f'{name}_tensor'] = torch.tensor(data.to_numpy(),dtype=torch.float32)\n",
    "        else:\n",
    "            tensor_dict[f'{name}_tensor'] = torch.tensor(data.to_numpy().reshape(-1,1),dtype=torch.float32).view(-1,1)\n",
    "    \n",
    "    train_X = tensor_dict['X_train_tensor']\n",
    "    train_y = tensor_dict['y_train_tensor']\n",
    "    test_X = tensor_dict['X_test_tensor']\n",
    "    test_y = tensor_dict['y_test_tensor']\n",
    "\n",
    "    return train_X, train_y, test_X, test_y\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将数据进行合并，标准化处理后，在分割为训练数据与测试数据。\n",
    "data_train['ch'] = 'train'\n",
    "data_test['ch'] = 'test'\n",
    "data = pd.concat([data_train, data_test], ignore_index=True)\n",
    "data = data.drop(columns=['Unnamed: 0'])\n",
    "stand_var = {}\n",
    "for column_name, column_data in data.items():\n",
    "    stand_var[f'{column_name}_scaler'] = StandardScaler()\n",
    "    if data[column_name].value_counts().count() > 10:\n",
    "        data[column_name]  = stand_var[f'{column_name}_scaler'].fit_transform(data[[column_name]])\n",
    "\n",
    "X_train, y_train, X_test, y_test = data_split(data)\n",
    "\n",
    "X_test = X_test.to(device)\n",
    "y_test = y_test.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(model, optimizer, criterion,worker_init_fn, \n",
    "               X_train, y_train, X_test, y_test,\n",
    "               batch_size = 32, epoches = 100, device = 'cuda',seed = 2025):\n",
    "    train_losses = []\n",
    "    test_losses = []\n",
    "    grad_list = []\n",
    "    \n",
    "    train_dataset = TensorDataset(X_train, y_train)\n",
    "    train_loader = DataLoader(train_dataset, \n",
    "                              batch_size = batch_size, \n",
    "                              shuffle = True,\n",
    "                              num_workers = 4,\n",
    "                              pin_memory=True,\n",
    "                              worker_init_fn = worker_init_fn(seed))\n",
    "\n",
    "    for epoch in range(epoches):\n",
    "        model.train()\n",
    "        loss_process = 0\n",
    "        \n",
    "        for batch_X, batch_y in train_loader:\n",
    "            batch_X, batch_y = batch_X.to(device), batch_y.to(device)\n",
    "            optimizer.zero_grad(set_to_none=True)\n",
    "            batch_x = model(batch_X)\n",
    "            loss = criterion(batch_x, batch_y)\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_process += loss.item()\n",
    "            epoch_grad = []\n",
    "            for param in model.parameters():\n",
    "                if param.grad is not None:\n",
    "                    epoch_grad.append(param.grad.detach().cpu().numpy().flatten())\n",
    "            \n",
    "                if epoch_grad:\n",
    "                    total_grad = np.concatenate(epoch_grad)\n",
    "                    grad = np.linalg.norm(total_grad,ord = 2)\n",
    "                    grad_list.append(grad)\n",
    "\n",
    "        avg_loss = loss_process / len(train_loader)\n",
    "        train_losses.append(avg_loss)\n",
    "        \n",
    "        model.eval()\n",
    "        with torch.no_grad():\n",
    "            test_x = model(X_test)\n",
    "            test_loss = criterion(test_x, y_test)\n",
    "            test_losses.append(test_loss.item())\n",
    "    \n",
    "    return train_losses, test_losses, grad_list "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_model(train_loss, test_losss, grad):\n",
    "    plt.figure(figsize = (16,6))\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    plt.plot(train_loss, label = 'train_loss', color = 'orange', linestyle = '-')\n",
    "    plt.plot(test_losss, label = 'test_loss', color = 'blue', linestyle = '--')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Loss')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    plt.plot(grad, label = 'grad', color = 'green', linestyle = '-')\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Gradient')\n",
    "    plt.legend()\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构建第一个深度神经网络模型:\n",
    "class Net_mse(nn.Module):\n",
    "    def __init__(self, input_dim):\n",
    "        super(Net_mse, self).__init__()\n",
    "        self.fc1 = nn.Linear(input_dim, 128)\n",
    "        self.fc2 = nn.Linear(128, 64)\n",
    "        self.fc3 = nn.Linear(64, 64)\n",
    "        self.fc4 = nn.Linear(64, 1)\n",
    "        self.relu = nn.ReLU()\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.relu(self.fc1(x))\n",
    "        x = self.relu(self.fc2(x))\n",
    "        x = self.relu(self.fc3(x))\n",
    "        x = self.fc4(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "SEED = 2025\n",
    "\n",
    "# 设置Python随机种子\n",
    "random.seed(SEED)\n",
    "\n",
    "# 设置NumPy随机种子\n",
    "np.random.seed(SEED)\n",
    "\n",
    "# 设置PyTorch随机种子\n",
    "torch.manual_seed(SEED)\n",
    "torch.cuda.manual_seed(SEED)\n",
    "torch.cuda.manual_seed_all(SEED)  # 多GPU时使用\n",
    "\n",
    "# 保证卷积结果可复现\n",
    "torch.backends.cudnn.deterministic = True\n",
    "torch.backends.cudnn.benchmark = False\n",
    "\n",
    "# 定义DataLoader的worker初始化函数\n",
    "def worker_init_fn(worker_id):\n",
    "    np.random.seed(SEED + worker_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "2.5.0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "print(torch.cuda.is_available())\n",
    "print(torch.__version__)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training the first model...\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[19], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m Net_mse_optimizer \u001b[38;5;241m=\u001b[39m optim\u001b[38;5;241m.\u001b[39mAdam(Net_mse_model\u001b[38;5;241m.\u001b[39mparameters(), lr\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.01\u001b[39m)\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTraining the first model...\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m----> 6\u001b[0m Net_mse_train_loss, Net_mse_test_loss, Net_mse_grad \u001b[38;5;241m=\u001b[39m \u001b[43mtrain_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mNet_mse_model\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      7\u001b[0m \u001b[43m                                                                   \u001b[49m\u001b[43mNet_mse_optimizer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      8\u001b[0m \u001b[43m                                                                   \u001b[49m\u001b[43mmse_criterion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m      9\u001b[0m \u001b[43m                                                                   \u001b[49m\u001b[43mworker_init_fn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     10\u001b[0m \u001b[43m                                                                   \u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m,\u001b[49m\u001b[43my_test\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m     11\u001b[0m \u001b[43m                                                                   \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2048\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mepoches\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcuda\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mseed\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2025\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     13\u001b[0m plot_model(Net_mse_train_loss, Net_mse_test_loss, Net_mse_grad)\n",
      "Cell \u001b[1;32mIn[11], line 20\u001b[0m, in \u001b[0;36mtrain_model\u001b[1;34m(model, optimizer, criterion, worker_init_fn, X_train, y_train, X_test, y_test, batch_size, epoches, device, seed)\u001b[0m\n\u001b[0;32m     17\u001b[0m model\u001b[38;5;241m.\u001b[39mtrain()\n\u001b[0;32m     18\u001b[0m loss_process \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m---> 20\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m batch_X, batch_y \u001b[38;5;129;01min\u001b[39;00m train_loader:\n\u001b[0;32m     21\u001b[0m     batch_X, batch_y \u001b[38;5;241m=\u001b[39m batch_X\u001b[38;5;241m.\u001b[39mto(device), batch_y\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[0;32m     22\u001b[0m     optimizer\u001b[38;5;241m.\u001b[39mzero_grad(set_to_none\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:701\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    698\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    699\u001b[0m     \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[0;32m    700\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset()  \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[1;32m--> 701\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    702\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m    703\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m    704\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable\n\u001b[0;32m    705\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    706\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called\n\u001b[0;32m    707\u001b[0m ):\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:1448\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._next_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1445\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_data(data)\n\u001b[0;32m   1447\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_shutdown \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_tasks_outstanding \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m-> 1448\u001b[0m idx, data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1449\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_tasks_outstanding \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m   1450\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable:\n\u001b[0;32m   1451\u001b[0m     \u001b[38;5;66;03m# Check for _IterableDatasetStopIteration\u001b[39;00m\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:1402\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._get_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1400\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[0;32m   1401\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_thread\u001b[38;5;241m.\u001b[39mis_alive():\n\u001b[1;32m-> 1402\u001b[0m         success, data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_try_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1403\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m success:\n\u001b[0;32m   1404\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m data\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\site-packages\\torch\\utils\\data\\dataloader.py:1243\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._try_get_data\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m   1230\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_try_get_data\u001b[39m(\u001b[38;5;28mself\u001b[39m, timeout\u001b[38;5;241m=\u001b[39m_utils\u001b[38;5;241m.\u001b[39mMP_STATUS_CHECK_INTERVAL):\n\u001b[0;32m   1231\u001b[0m     \u001b[38;5;66;03m# Tries to fetch data from `self._data_queue` once for a given timeout.\u001b[39;00m\n\u001b[0;32m   1232\u001b[0m     \u001b[38;5;66;03m# This can also be used as inner loop of fetching without timeout, with\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1240\u001b[0m     \u001b[38;5;66;03m# Returns a 2-tuple:\u001b[39;00m\n\u001b[0;32m   1241\u001b[0m     \u001b[38;5;66;03m#   (bool: whether successfully get data, any: data if successful else None)\u001b[39;00m\n\u001b[0;32m   1242\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1243\u001b[0m         data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data_queue\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1244\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m (\u001b[38;5;28;01mTrue\u001b[39;00m, data)\n\u001b[0;32m   1245\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m   1246\u001b[0m         \u001b[38;5;66;03m# At timeout and error, we manually check whether any worker has\u001b[39;00m\n\u001b[0;32m   1247\u001b[0m         \u001b[38;5;66;03m# failed. Note that this is the only mechanism for Windows to detect\u001b[39;00m\n\u001b[0;32m   1248\u001b[0m         \u001b[38;5;66;03m# worker failures.\u001b[39;00m\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\queue.py:180\u001b[0m, in \u001b[0;36mQueue.get\u001b[1;34m(self, block, timeout)\u001b[0m\n\u001b[0;32m    178\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m remaining \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m:\n\u001b[0;32m    179\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m Empty\n\u001b[1;32m--> 180\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnot_empty\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwait\u001b[49m\u001b[43m(\u001b[49m\u001b[43mremaining\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    181\u001b[0m item \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get()\n\u001b[0;32m    182\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnot_full\u001b[38;5;241m.\u001b[39mnotify()\n",
      "File \u001b[1;32md:\\ruanjian\\anaconda\\Lib\\threading.py:359\u001b[0m, in \u001b[0;36mCondition.wait\u001b[1;34m(self, timeout)\u001b[0m\n\u001b[0;32m    357\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    358\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m--> 359\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m \u001b[43mwaiter\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    360\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    361\u001b[0m         gotit \u001b[38;5;241m=\u001b[39m waiter\u001b[38;5;241m.\u001b[39macquire(\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# 训练第一个模型\n",
    "Net_mse_model = Net_mse(X_train.shape[1]).to(device)\n",
    "mse_criterion = nn.MSELoss()\n",
    "Net_mse_optimizer = optim.Adam(Net_mse_model.parameters(), lr=0.01)\n",
    "print(\"Training the first model...\")\n",
    "Net_mse_train_loss, Net_mse_test_loss, Net_mse_grad = train_model(Net_mse_model,\n",
    "                                                                   Net_mse_optimizer,\n",
    "                                                                   mse_criterion,\n",
    "                                                                   worker_init_fn,\n",
    "                                                                   X_train,y_train,X_test,y_test,\n",
    "                                                                   batch_size=2048,epoches=100, device = 'cuda',seed = 2025)\n",
    "\n",
    "plot_model(Net_mse_train_loss, Net_mse_test_loss, Net_mse_grad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([0.38768578, 0.20790146, 0.42741308, 0.2699915 , 0.08405969,\n",
      "       0.21492274, 0.13256401, 0.14823343, 0.09022126, 0.09082244,\n",
      "       0.06793439, 0.0116175 , 0.26621985, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03338654, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06793439, 0.        , 0.        ,\n",
      "       0.26483363, 0.00775085, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.2757934397240103, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.3942724e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.5249763e-03, 0.0000000e+00,\n",
      "       1.0434892e-03, 0.0000000e+00, 0.0000000e+00, 7.3564284e-02,\n",
      "       1.1045374e-02, 0.0000000e+00, 7.5495839e-03, 0.0000000e+00,\n",
      "       1.9616229e-02, 2.0906290e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.1301769e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.9334642e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.2653078e-02, 0.0000000e+00, 6.9901403e-03,\n",
      "       0.0000000e+00, 1.8869470e-05, 4.5239273e-02, 0.0000000e+00,\n",
      "       5.9990063e-02, 0.0000000e+00, 1.2915133e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.3812256e-04, 0.0000000e+00, 9.0545133e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5245064e-03, 0.0000000e+00, 5.2892622e-03, 9.1451764e-02,\n",
      "       0.0000000e+00, 1.7134671e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7514866e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.9692792e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7818700e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.2972990e-03, 0.0000000e+00, 2.9166727e-03,\n",
      "       8.0483910e-03, 1.1055494e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.7301986e-04, 0.0000000e+00, 1.7305984e-03,\n",
      "       1.8255195e-02, 0.0000000e+00, 0.0000000e+00, 2.0016817e-02,\n",
      "       0.0000000e+00, 3.3291194e-04, 0.0000000e+00, 1.8263381e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.7497091e-03,\n",
      "       3.0560310e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.7922270e-03, 1.9594219e-03,\n",
      "       2.1355065e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.2352184e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3174309e-01, 3.7089710e-03, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.09489714111780954, array([0.00243983, 0.        , 0.1674973 , 0.        , 0.        ,\n",
      "       0.        , 0.12781207, 0.1432669 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.09974417, 0.111292  ,\n",
      "       0.04973192, 0.        , 0.18907648, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01437802,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.13187677,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.18047348, 0.1448259 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.26116288, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.09238737, 0.        , 0.        , 0.09015066,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04174788791402213, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.1302559e-03,\n",
      "       0.0000000e+00, 2.6333269e-02, 0.0000000e+00, 4.0773854e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0954242e+00,\n",
      "       0.0000000e+00, 6.0525775e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.0503689e-02, 0.0000000e+00, 3.9006487e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.7008397e-02, 3.9612954e-03, 3.2852629e-01, 0.0000000e+00,\n",
      "       1.5113364e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.8233295e-03, 3.0289656e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.6414702e-03, 4.2970362e-01, 0.0000000e+00,\n",
      "       4.9396789e-01, 0.0000000e+00, 0.0000000e+00, 7.8127719e-04],\n",
      "      dtype=float32), 0.07141603529453278, array([0.3967873 , 0.29399803, 0.17682138, 0.641484  , 0.6355597 ,\n",
      "       0.30441195, 0.17043625, 0.35419956, 0.32796997, 0.3365999 ,\n",
      "       0.        , 0.26264003, 0.14039086, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00154514, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.13793853, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.0066426 , 0.02322891, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.26215774, 0.        , 0.        ], dtype=float32), 0.296879421996568, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.17642258e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.42845929e-01, 0.00000000e+00,\n",
      "       5.29232845e-02, 0.00000000e+00, 0.00000000e+00, 1.24681846e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.89129424e-02, 1.21957669e-03,\n",
      "       4.85609332e-03, 3.05920537e-03, 2.57868815e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.84933811e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.25471348e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.48674855e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.13567885e-03, 4.18878384e-02, 2.63706595e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.69934777e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.54691607e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.50616527e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.92676748e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.51127261e-04, 0.00000000e+00, 0.00000000e+00, 2.91835400e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.56370670e-02,\n",
      "       1.84211787e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.11838023e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.41615093e-02,\n",
      "       0.00000000e+00, 2.36095535e-03, 0.00000000e+00, 1.73527864e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.67813979e-03, 0.00000000e+00,\n",
      "       8.23893622e-02, 0.00000000e+00, 4.67599258e-02, 2.85079535e-02,\n",
      "       1.92699744e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.31191919e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.65579704e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.18833676e-03, 0.00000000e+00],\n",
      "      dtype=float32), 0.06056084994763954, array([0.        , 0.        , 0.4444008 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04908887, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.27457556, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05351474,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.41127607, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01210173,\n",
      "       0.        , 0.3503796 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.040273540440668124, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00391979, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       2.2113886 , 0.        , 0.0596725 , 0.        , 0.        ,\n",
      "       0.01717108, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.15343405,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.06226586, 0.        , 0.03814   , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.02569136, 0.        ,\n",
      "       0.02609217, 0.        , 0.        , 0.        ], dtype=float32), 0.06479319930076599, array([0.38682073, 0.32317543, 0.39582932, 0.5025845 , 0.3178966 ,\n",
      "       0.17232469, 0.35822374, 0.11624628, 0.2559796 , 0.16493072,\n",
      "       0.10421111, 0.        , 0.16609691, 0.15096934, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.15096934, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03841658, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0122204 , 0.10349211, 0.02295997,\n",
      "       0.0511731 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.14479584, 0.        , 0.        ], dtype=float32), 0.23207556615370334, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.53347385e-02, 0.00000000e+00, 0.00000000e+00, 3.33651677e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.57890493e-02, 0.00000000e+00,\n",
      "       1.00944802e-01, 0.00000000e+00, 1.91080198e-02, 4.82868142e-02,\n",
      "       8.43686610e-02, 0.00000000e+00, 1.30621135e-01, 1.69709269e-02,\n",
      "       1.93890974e-01, 2.27004895e-03, 2.58501582e-02, 1.30770616e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.87930956e-01, 0.00000000e+00,\n",
      "       3.46736371e-04, 0.00000000e+00, 1.59808785e-01, 1.07653359e-04,\n",
      "       0.00000000e+00, 3.08838077e-02, 0.00000000e+00, 2.31654360e-03,\n",
      "       1.18146362e-02, 2.99972091e-02, 0.00000000e+00, 2.40530279e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.42277822e-02,\n",
      "       1.86810121e-02, 1.80229787e-02, 3.53498794e-02, 1.14767469e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.58256723e-03, 6.25968631e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.26855856e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.38816147e-03, 1.19148463e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.50825652e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.43575827e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.96667063e-04, 0.00000000e+00, 0.00000000e+00, 1.06864370e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.28651488e-02, 3.62905470e-04, 1.17830612e-01,\n",
      "       0.00000000e+00, 1.99607364e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.54033744e-04, 0.00000000e+00, 8.37457478e-02,\n",
      "       3.83116305e-02, 0.00000000e+00, 0.00000000e+00, 1.19110905e-01,\n",
      "       9.18675796e-04, 3.20913494e-02, 0.00000000e+00, 4.64910828e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.65630773e-02, 9.53493640e-03,\n",
      "       3.94955687e-02, 0.00000000e+00, 6.67893961e-02, 0.00000000e+00,\n",
      "       3.38290655e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.98643688e-04, 7.81458989e-03, 2.13566190e-03,\n",
      "       1.35585926e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.10287225e-03, 0.00000000e+00, 0.00000000e+00, 3.57358810e-03,\n",
      "       3.17324027e-02, 0.00000000e+00, 0.00000000e+00, 3.99486795e-02,\n",
      "       8.91684729e-04, 2.22418876e-03, 1.23574451e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.0430234746287224, array([0.        , 0.        , 0.00562543, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05589428, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.41856834, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00395677, 0.        , 0.        , 0.        , 0.16241623,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.7888578 , 0.        , 0.01552002, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01073769,\n",
      "       0.        , 0.15728045, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06367790061896496, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.261355  , 0.        , 0.05848891, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.6807811 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0357413 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00319758, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.031531453132629395, array([0.04895565, 0.04873412, 0.13878632, 0.05574852, 0.07198904,\n",
      "       0.08162575, 0.06252793, 0.16972959, 0.17102434, 0.01691317,\n",
      "       0.0546537 , 0.00057693, 0.02705371, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01055018,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00285992, 0.00057693, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.054687  , 0.00552113,\n",
      "       0.        , 0.02549023, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.061872366003971196, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.9417142e-02,\n",
      "       2.3828780e-02, 1.0797862e-02, 0.0000000e+00, 7.9520041e-04,\n",
      "       5.5679160e-05, 0.0000000e+00, 7.8991968e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7934104e-02, 3.4396652e-02,\n",
      "       8.9486374e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9789407e-02, 0.0000000e+00, 4.4219676e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.4472557e-04, 0.0000000e+00, 5.0920937e-03, 4.0239999e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.7048631e-04, 4.3658516e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.3183456e-03, 0.0000000e+00, 4.5421109e-02,\n",
      "       7.4021253e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.1022996e-03, 0.0000000e+00,\n",
      "       6.1041955e-04, 6.1326786e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1445100e-02, 0.0000000e+00, 2.4230294e-03,\n",
      "       0.0000000e+00, 2.0049563e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0201946e-03, 8.4428694e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.0240254e-04, 0.0000000e+00, 0.0000000e+00, 5.8748618e-02,\n",
      "       6.9354894e-03, 0.0000000e+00, 0.0000000e+00, 1.2942971e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.4184118e-03, 1.5759649e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.1202493e-02, 3.3162970e-02, 0.0000000e+00,\n",
      "       3.3497496e-03, 0.0000000e+00, 0.0000000e+00, 3.4225851e-04,\n",
      "       1.6553929e-02, 0.0000000e+00, 0.0000000e+00, 6.4424127e-03,\n",
      "       2.2358468e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.2326085e-03, 3.0915257e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.016828019817952913, array([2.0002524e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.8607157e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.3207937e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.9938241e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.4860471e-01, 0.0000000e+00, 1.3465073e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.8609324e-01, 0.0000000e+00, 4.1103154e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.06534299827422875, array([0.        , 0.05387969, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.2969323 , 0.        , 0.03495316, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.6659845 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.021715430542826653, array([0.15102005, 0.06192839, 0.08135737, 0.04539303, 0.07049005,\n",
      "       0.09964015, 0.0905077 , 0.08912061, 0.12414275, 0.0626344 ,\n",
      "       0.01854862, 0.00910213, 0.0274228 , 0.06428907, 0.0497093 ,\n",
      "       0.00995557, 0.03834819, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.04778267, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00472059, 0.00910213, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01821838, 0.        , 0.        ,\n",
      "       0.02703728, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.0674117031239344, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.3764757e-02, 3.9194122e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4731952e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.6206758e-03, 0.0000000e+00,\n",
      "       4.0196576e-03, 0.0000000e+00, 1.9889858e-03, 1.5342751e-03,\n",
      "       1.5307082e-01, 1.5077082e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0170759e-02, 8.2369111e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.2114126e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.7839261e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.5324507e-03, 1.2774633e-02, 0.0000000e+00, 6.1836117e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3490121e-02, 5.8258701e-02,\n",
      "       1.1954493e-03, 0.0000000e+00, 5.0308725e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8500056e-02, 3.7454955e-02,\n",
      "       3.8915098e-02, 5.9197515e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1183898e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.1999868e-02, 0.0000000e+00, 2.5329629e-02,\n",
      "       0.0000000e+00, 6.6543021e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.7364444e-03, 3.4206849e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6636164e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.8527954e-03, 0.0000000e+00, 0.0000000e+00, 2.0619608e-02,\n",
      "       3.6809593e-02, 0.0000000e+00, 2.6960885e-02, 4.2853028e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.3393758e-02, 1.6083220e-02,\n",
      "       3.9952509e-02, 0.0000000e+00, 0.0000000e+00, 2.2686003e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.3236954e-04, 0.0000000e+00,\n",
      "       1.4204482e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.5095038e-02,\n",
      "       4.2451480e-03, 1.5054971e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.7009468e-03, 1.1399248e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.017586287523240023, array([0.00116509, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01166493, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01192688, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.07568716,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.2184672 , 0.        , 0.01507993, 0.        , 0.        ,\n",
      "       0.00696267, 0.        , 0.        , 0.        , 0.05009439,\n",
      "       0.        , 0.12252393, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.013184520798304233, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.16816345, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.23040727,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08729253709316254, array([4.7648567e-01, 5.2248031e-01, 2.0104034e-01, 1.5975286e-01,\n",
      "       2.1496174e-01, 2.6380533e-01, 1.7981000e-01, 2.6372105e-01,\n",
      "       2.4754022e-01, 2.0565814e-01, 2.6003256e-02, 1.1829080e-03,\n",
      "       3.4124339e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6801307e-02, 0.0000000e+00, 4.2242431e-03,\n",
      "       1.1829080e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.6874027e-02, 0.0000000e+00,\n",
      "       3.0184773e-04, 2.7493739e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3131040e-01, 0.0000000e+00], dtype=float32), 0.3431231466611046, array([0.        , 0.        , 0.        , 0.        , 0.02060824,\n",
      "       0.        , 0.        , 0.00768553, 0.12062727, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01323593,\n",
      "       0.0064252 , 0.00584446, 0.        , 0.00917976, 0.00285971,\n",
      "       0.04283132, 0.        , 0.07282221, 0.03517068, 0.        ,\n",
      "       0.        , 0.01233126, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02661534, 0.00288138, 0.        , 0.00743799,\n",
      "       0.00638255, 0.        , 0.        , 0.        , 0.1287334 ,\n",
      "       0.        , 0.11858254, 0.00021723, 0.        , 0.        ,\n",
      "       0.06415717, 0.        , 0.        , 0.        , 0.00282133,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04547742,\n",
      "       0.        , 0.        , 0.09505627, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00425175,\n",
      "       0.00214669, 0.00745611, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03940429,\n",
      "       0.00231525, 0.03222309, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05836852, 0.00444568, 0.00112888,\n",
      "       0.        , 0.05514178, 0.01931894, 0.        , 0.        ,\n",
      "       0.01792306, 0.        , 0.        , 0.        , 0.03941668,\n",
      "       0.16056216, 0.        , 0.        , 0.00264029, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00671217,\n",
      "       0.1147365 , 0.        , 0.01219958, 0.        , 0.00163391,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01788734,\n",
      "       0.        , 0.00043957, 0.        , 0.        , 0.        ,\n",
      "       0.00149225, 0.00071843, 0.00322883], dtype=float32), 0.059020811230374205, array([0.05035646, 0.        , 0.34936523, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06793734, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.07098721,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.07746045, 0.        , 0.00970131, 0.00288964, 0.23421004,\n",
      "       0.        , 0.        , 0.00729948, 0.        , 0.        ,\n",
      "       0.79185325, 0.        , 0.10015988, 0.        , 0.        ,\n",
      "       0.0076694 , 0.        , 0.        , 0.        , 0.21893393,\n",
      "       0.        , 0.64701927, 0.        , 0.        , 0.00616291,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04852073104104523, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       3.9514112 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 2.7048116 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.08881328, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.30529290437698364, array([0.03815259, 0.05519701, 0.02895597, 0.02184409, 0.0171855 ,\n",
      "       0.03785738, 0.02311165, 0.03082928, 0.02711958, 0.0163076 ,\n",
      "       0.03889218, 0.        , 0.00787284, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03889218, 0.        , 0.00787284,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.03983523818672446, array([0.00000000e+00, 0.00000000e+00, 5.84541261e-03, 0.00000000e+00,\n",
      "       6.43116934e-03, 1.98907801e-04, 0.00000000e+00, 2.66347006e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.59132846e-03, 3.63430544e-03,\n",
      "       4.45015117e-04, 0.00000000e+00, 1.01935072e-02, 1.31302886e-03,\n",
      "       1.21335273e-04, 2.11072198e-04, 0.00000000e+00, 3.86895426e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.76764396e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.03237415e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.52865507e-03,\n",
      "       0.00000000e+00, 8.10192805e-03, 0.00000000e+00, 3.74526181e-03,\n",
      "       1.34610897e-03, 0.00000000e+00, 7.36777147e-05, 1.10748118e-07,\n",
      "       6.31623145e-04, 0.00000000e+00, 1.89427789e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.66004121e-03, 1.03885829e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.09902732e-02, 1.51260130e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.35584921e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.75371598e-05, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.53339377e-03, 2.83256136e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.81255001e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.44296214e-02, 4.56134742e-03, 1.57431787e-04, 4.12601419e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.51942469e-05, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.82888210e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.23202544e-04, 1.15261959e-04, 0.00000000e+00,\n",
      "       9.74441506e-03, 0.00000000e+00, 2.15282128e-03, 0.00000000e+00,\n",
      "       1.29640440e-03, 0.00000000e+00, 0.00000000e+00, 1.84944961e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.26449633e-02, 2.51094047e-02, 0.00000000e+00, 1.15905632e-03],\n",
      "      dtype=float32), 0.012366062185993867, array([0.03257992, 0.0051114 , 0.02223889, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04524738, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0002111 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00578783, 0.        , 0.        , 0.00020611, 0.12362214,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01615173, 0.        , 0.014165  , 0.        , 0.        ,\n",
      "       0.04250479, 0.        , 0.        , 0.        , 0.04526122,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04534627520273411, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.13021907, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.38092726,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.2549317479133606, array([8.5369468e-01, 4.8311159e-01, 2.7540660e-01, 7.6308590e-01,\n",
      "       4.7997859e-01, 4.3225226e-01, 4.2593816e-01, 1.9144316e-01,\n",
      "       3.9923146e-01, 5.6294519e-01, 0.0000000e+00, 3.5390399e-02,\n",
      "       5.9568566e-01, 7.2013885e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.2013885e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.6509703e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.5390399e-02, 0.0000000e+00, 0.0000000e+00, 2.4191714e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.7470719e-02, 7.0948169e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00], dtype=float32), 0.6087508408361775, array([0.00000000e+00, 7.30947722e-05, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.90605009e-03, 1.65229395e-01, 2.70141196e-02,\n",
      "       0.00000000e+00, 3.77994642e-04, 3.37058358e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.20861795e-04, 0.00000000e+00, 3.14523350e-05, 0.00000000e+00,\n",
      "       6.16665542e-01, 0.00000000e+00, 1.27479166e-01, 8.40585493e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.41367117e-01, 7.92234764e-03,\n",
      "       2.23053401e-04, 0.00000000e+00, 0.00000000e+00, 1.63097182e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.33147329e-01,\n",
      "       0.00000000e+00, 5.77911884e-02, 0.00000000e+00, 9.95972380e-03,\n",
      "       0.00000000e+00, 6.61661802e-03, 0.00000000e+00, 1.16630485e-02,\n",
      "       5.58097195e-03, 1.02149374e-04, 1.11388357e-03, 1.33391796e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08034443e-02, 3.00167710e-01,\n",
      "       1.09826266e-04, 1.51020596e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.48991656e-04,\n",
      "       0.00000000e+00, 3.77664529e-02, 1.11277550e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.62842855e-01, 0.00000000e+00, 3.03765899e-03,\n",
      "       0.00000000e+00, 1.78910848e-02, 2.23341025e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.28088919e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.07062690e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.51428347e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.93260294e-02, 0.00000000e+00, 0.00000000e+00, 2.25520339e-02,\n",
      "       2.83401698e-01, 0.00000000e+00, 6.25617709e-03, 4.65245470e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.61438683e-02, 1.10157384e-02,\n",
      "       1.23199299e-02, 0.00000000e+00, 0.00000000e+00, 8.18785804e-04,\n",
      "       0.00000000e+00, 3.75977485e-03, 2.13014442e-04, 2.22216568e-05,\n",
      "       6.02347404e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.06173810e-02,\n",
      "       0.00000000e+00, 2.59405538e-03, 0.00000000e+00, 3.57986033e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.10727739e-01, 3.88874747e-02],\n",
      "      dtype=float32), 0.09061576552611797, array([0.0000000e+00, 4.5130888e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6726924e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.9728264e-03,\n",
      "       4.5397482e-03, 2.4284543e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.8223787e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3052735e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.3917029e+00, 1.3706002e-03, 7.8511141e-02, 4.0821773e-03,\n",
      "       0.0000000e+00, 7.2590984e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7445436e-02, 0.0000000e+00, 5.0300908e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.19043688624995903, array([ 0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "       14.967997  ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.92561406,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ], dtype=float32), 1.1583471298217773, array([0.32089576, 0.18054698, 0.09250516, 0.02432267, 0.12063303,\n",
      "       0.09881759, 0.2490856 , 0.04364932, 0.21298786, 0.11571647,\n",
      "       0.01424274, 0.        , 0.11777305, 0.1255841 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.16130473, 0.        ,\n",
      "       0.        , 0.02032159, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00547966, 0.01438876, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01082065, 0.        , 0.        ,\n",
      "       0.        , 0.01500768, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.1698519327348404, array([0.00000000e+00, 7.84088206e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.63007453e-02, 0.00000000e+00, 1.24107644e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.94242550e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.31702538e-03, 0.00000000e+00,\n",
      "       1.83137804e-02, 0.00000000e+00, 1.82476025e-02, 9.09971260e-03,\n",
      "       2.30092436e-01, 0.00000000e+00, 0.00000000e+00, 3.66392918e-02,\n",
      "       0.00000000e+00, 5.80188725e-03, 2.14133203e-01, 0.00000000e+00,\n",
      "       1.08274361e-02, 0.00000000e+00, 0.00000000e+00, 1.16985552e-02,\n",
      "       0.00000000e+00, 2.75328220e-03, 0.00000000e+00, 1.70830358e-02,\n",
      "       2.26776525e-02, 3.33710052e-02, 8.64563859e-04, 1.43632255e-02,\n",
      "       4.18288447e-03, 4.38959412e-02, 3.35700111e-03, 1.81191992e-02,\n",
      "       6.02595229e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.37532728e-03, 1.33613357e-02, 3.61409746e-02,\n",
      "       0.00000000e+00, 1.36521766e-02, 6.37982739e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.32183224e-05, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.14045091e-01, 1.19479932e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.34893572e-02, 9.64918872e-04, 7.03588547e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.20341580e-03,\n",
      "       0.00000000e+00, 1.34282121e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.95219927e-02,\n",
      "       8.77147948e-04, 0.00000000e+00, 0.00000000e+00, 3.56350280e-02,\n",
      "       5.87622961e-03, 0.00000000e+00, 0.00000000e+00, 3.90344337e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.28070328e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.59239665e-01, 9.68341529e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.89063400e-02, 5.85319661e-03,\n",
      "       4.73640766e-03, 0.00000000e+00, 6.31631538e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.10267634e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.35193193e-03, 5.00476779e-03, 1.87557772e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.02348225337637096, array([9.0877682e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.2947606e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.2802679e-04, 0.0000000e+00,\n",
      "       4.3878849e-03, 4.9583886e-02, 4.1606054e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.7891977e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.0533705e-01, 0.0000000e+00, 5.5619121e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.2901510e-02, 0.0000000e+00, 9.6949548e-01,\n",
      "       1.0164428e-02, 2.9599855e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.03344943341458409, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.6304345, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.1652914, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.02715272828936577, array([0.33979818, 0.3042059 , 0.21176414, 0.1365238 , 0.1396865 ,\n",
      "       0.155096  , 0.3686108 , 0.14708094, 0.21470575, 0.16325124,\n",
      "       0.01582847, 0.        , 0.11812567, 0.14577135, 0.        ,\n",
      "       0.06437324, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.14577135, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00107054,\n",
      "       0.01582847, 0.00971591, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01401155, 0.02366053, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.08128225, 0.        , 0.        ], dtype=float32), 0.21679509261307825, array([0.00000000e+00, 1.14827864e-02, 3.69033846e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.07301993e-02, 2.58258618e-02, 6.15777820e-02,\n",
      "       6.39087856e-02, 4.21632285e-05, 4.34990637e-02, 0.00000000e+00,\n",
      "       1.84746291e-02, 0.00000000e+00, 2.95911655e-02, 7.24780280e-03,\n",
      "       8.20384249e-02, 0.00000000e+00, 9.62994434e-03, 3.86339403e-03,\n",
      "       3.55898798e-01, 1.21362265e-02, 7.09910295e-04, 1.01800345e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.90122420e-01, 8.04883020e-05,\n",
      "       3.46372724e-02, 0.00000000e+00, 0.00000000e+00, 1.58771081e-03,\n",
      "       0.00000000e+00, 8.96344781e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.63685733e-02, 3.76733579e-02, 8.00979659e-02, 4.10389453e-02,\n",
      "       0.00000000e+00, 9.74465627e-03, 0.00000000e+00, 9.61989723e-03,\n",
      "       8.73458534e-02, 0.00000000e+00, 7.86771029e-02, 1.07158041e-02,\n",
      "       0.00000000e+00, 4.09321897e-02, 4.18889970e-02, 1.87377874e-02,\n",
      "       5.60678393e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.26352742e-04, 2.51127742e-02,\n",
      "       0.00000000e+00, 1.10660821e-01, 3.96425724e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.43684119e-02, 8.57678801e-02, 5.56577332e-02,\n",
      "       0.00000000e+00, 2.35828925e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.30903777e-02,\n",
      "       8.62191431e-03, 8.14979821e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.31055340e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 7.74941370e-02,\n",
      "       6.08458277e-03, 0.00000000e+00, 9.71717702e-04, 1.34640802e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.25177111e-02, 2.81054061e-02,\n",
      "       7.14502111e-03, 0.00000000e+00, 2.20216855e-01, 2.21891236e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.89008213e-03, 0.00000000e+00,\n",
      "       1.24212001e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.97020487e-02,\n",
      "       0.00000000e+00, 2.20899004e-02, 0.00000000e+00, 1.81339160e-02,\n",
      "       0.00000000e+00, 1.29769482e-02, 2.66867191e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.04760758670740416, array([6.5626986e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0238246e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5363460e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.3879511e-03, 9.1638397e-03,\n",
      "       1.6209805e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5130220e-02, 0.0000000e+00, 1.0206981e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.6600155e-01, 4.8155752e-03, 1.4479341e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6147919e-01, 0.0000000e+00, 2.3811646e+00,\n",
      "       5.2870763e-04, 1.1541254e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.1066999696058463, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 5.4610705, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.0257816, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.45145341753959656, array([0.19743676, 0.04764891, 0.03039558, 0.05774333, 0.19856724,\n",
      "       0.06487173, 0.22036043, 0.11278053, 0.12899041, 0.12276755,\n",
      "       0.01933254, 0.00684236, 0.21271348, 0.        , 0.        ,\n",
      "       0.20958936, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00447089, 0.        , 0.00684236, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01897582, 0.        , 0.003293  ,\n",
      "       0.        , 0.01557972, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00193186, 0.        ], dtype=float32), 0.21058183757687812, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.59432155e-02, 2.84855403e-02, 8.17058701e-03,\n",
      "       1.00027164e-03, 0.00000000e+00, 1.39674857e-01, 0.00000000e+00,\n",
      "       4.70930189e-02, 0.00000000e+00, 2.83672791e-02, 9.09657218e-03,\n",
      "       8.50539247e-04, 0.00000000e+00, 1.90527260e-03, 1.13786804e-02,\n",
      "       1.66899920e-01, 0.00000000e+00, 4.63158786e-02, 7.11428642e-04,\n",
      "       0.00000000e+00, 3.18289478e-03, 3.35707664e-02, 9.72323411e-04,\n",
      "       1.13200009e-01, 0.00000000e+00, 4.20927256e-03, 4.53513535e-03,\n",
      "       0.00000000e+00, 8.84683616e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.40122799e-03, 2.65569612e-03, 3.17115046e-04, 1.46389203e-02,\n",
      "       3.20628518e-04, 9.09239501e-02, 7.36198621e-03, 0.00000000e+00,\n",
      "       1.13654863e-02, 7.07465282e-04, 7.70783471e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.66017211e-03, 2.09076125e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.91692964e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.42546874e-04, 4.61246585e-03,\n",
      "       0.00000000e+00, 2.27582932e-04, 1.42156554e-03, 0.00000000e+00,\n",
      "       4.18547951e-02, 8.26252042e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.30161197e-04, 0.00000000e+00, 1.18898664e-04, 5.68454806e-03,\n",
      "       0.00000000e+00, 5.78080602e-02, 0.00000000e+00, 2.44903890e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.37955351e-02,\n",
      "       2.31877272e-03, 1.34370113e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.70358985e-03, 0.00000000e+00, 3.68046798e-02,\n",
      "       1.85259781e-03, 0.00000000e+00, 0.00000000e+00, 4.66545783e-02,\n",
      "       8.40802956e-03, 2.34697829e-03, 0.00000000e+00, 1.96681195e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.42151323e-02, 3.59573886e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08728996e-02, 2.21881755e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.89169227e-04,\n",
      "       0.00000000e+00, 1.51120210e-02, 2.92421747e-02, 0.00000000e+00,\n",
      "       1.38189802e-02, 0.00000000e+00, 4.44301264e-03, 0.00000000e+00,\n",
      "       2.34621670e-03, 0.00000000e+00, 0.00000000e+00, 7.31621962e-03,\n",
      "       0.00000000e+00, 3.22983309e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.80152995e-03, 1.11966189e-02, 1.49359673e-01, 3.08039878e-03],\n",
      "      dtype=float32), 0.021971242326943797, array([0.0612542 , 0.        , 0.02399844, 0.        , 0.        ,\n",
      "       0.00550541, 0.        , 0.02043548, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00396813, 0.02464488,\n",
      "       0.01695193, 0.02114401, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01381384, 0.        , 0.1414222 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.8854657 , 0.00994924, 0.03214629, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.17545515,\n",
      "       0.        , 1.3049767 , 0.05148222, 0.00353855, 0.        ,\n",
      "       0.        , 0.003259  , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05169865846732125, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.8509746, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.893562 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.06167536973953247, array([0.15004975, 0.0822108 , 0.10781422, 0.02154154, 0.10365528,\n",
      "       0.08157516, 0.0513483 , 0.15602955, 0.09779596, 0.0545018 ,\n",
      "       0.01232427, 0.        , 0.02779244, 0.07296669, 0.        ,\n",
      "       0.        , 0.        , 0.00582402, 0.        , 0.0204225 ,\n",
      "       0.        , 0.        , 0.        , 0.06441022, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01102199, 0.        , 0.        ,\n",
      "       0.00113139, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00457913, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00165465, 0.02703661, 0.        ], dtype=float32), 0.0819412057374181, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.06450319e-02, 1.58770033e-03, 0.00000000e+00,\n",
      "       1.57214887e-02, 3.08086304e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.84395872e-02, 0.00000000e+00,\n",
      "       1.84017373e-03, 6.14393502e-04, 9.42319538e-03, 0.00000000e+00,\n",
      "       2.07651451e-01, 8.53148103e-03, 9.95750446e-03, 1.29850916e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.82282257e-02, 9.77330375e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.98003181e-04, 2.04895716e-02,\n",
      "       0.00000000e+00, 1.40103986e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.57872750e-03, 1.19813625e-02, 5.76088671e-03, 4.31219721e-03,\n",
      "       0.00000000e+00, 2.85903807e-03, 0.00000000e+00, 7.60436757e-03,\n",
      "       2.59213913e-02, 4.80139395e-03, 2.60740686e-02, 6.07179129e-04,\n",
      "       0.00000000e+00, 1.03664277e-02, 2.07250603e-02, 4.85503823e-02,\n",
      "       1.06150582e-02, 1.01845954e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.52081573e-02, 4.47860397e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.07397125e-03,\n",
      "       0.00000000e+00, 1.05220273e-01, 8.66622198e-03, 8.06401018e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.40826256e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.18351744e-03, 5.25814444e-02, 1.47359818e-02,\n",
      "       3.18399258e-03, 2.48288978e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.25949788e-02,\n",
      "       5.09563228e-03, 0.00000000e+00, 0.00000000e+00, 6.57869503e-02,\n",
      "       1.34671694e-02, 0.00000000e+00, 0.00000000e+00, 3.60376667e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.76816362e-03,\n",
      "       2.80567557e-02, 0.00000000e+00, 1.50225326e-01, 1.21141272e-03,\n",
      "       2.30503012e-03, 0.00000000e+00, 0.00000000e+00, 1.72198215e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.82342972e-03, 1.23962248e-03,\n",
      "       1.72747381e-03, 0.00000000e+00, 7.37201283e-03, 0.00000000e+00,\n",
      "       4.81843669e-03, 0.00000000e+00, 0.00000000e+00, 2.17038579e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.57841519e-03,\n",
      "       6.87050913e-03, 6.96957344e-03, 1.48034871e-01, 1.92664308e-03],\n",
      "      dtype=float32), 0.024493239348858574, array([0.00630232, 0.        , 0.05374868, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0369818 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.02094982,\n",
      "       0.        , 0.        , 0.00870496, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.0020445 , 0.        , 0.02430118, 0.        , 0.03941463,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.36092922, 0.        , 0.01387499, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.15639503,\n",
      "       0.        , 1.8344034 , 0.01084323, 0.01342878, 0.        ,\n",
      "       0.00183549, 0.01790432, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05736745533514594, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.747048 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.3780649, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.3681366443634033, array([0.3660083 , 0.23412254, 0.29069594, 0.16661078, 0.05052857,\n",
      "       0.16289996, 0.33537135, 0.30862132, 0.08049726, 0.14939556,\n",
      "       0.0116621 , 0.        , 0.1290573 , 0.13338509, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.13338509, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01730688, 0.        ,\n",
      "       0.        , 0.0116621 , 0.01191012, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.13338917, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.18502195909368663, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.40228374e-02, 0.00000000e+00,\n",
      "       3.06359190e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.15215210e-02, 0.00000000e+00,\n",
      "       1.83753471e-03, 1.82156637e-03, 5.51600680e-02, 0.00000000e+00,\n",
      "       4.39030081e-01, 0.00000000e+00, 3.27646099e-02, 4.75146854e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.35129708e-01, 1.69241789e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.47295967e-03, 0.00000000e+00,\n",
      "       1.50279829e-03, 2.25668261e-03, 0.00000000e+00, 5.21265669e-03,\n",
      "       1.21302750e-04, 1.40459770e-02, 0.00000000e+00, 6.68146275e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.59189481e-02,\n",
      "       1.68987736e-02, 0.00000000e+00, 3.35365646e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.22867914e-02,\n",
      "       0.00000000e+00, 9.89679247e-04, 3.50331858e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.62022261e-02, 0.00000000e+00, 3.15403305e-02,\n",
      "       0.00000000e+00, 2.64059335e-01, 2.35305466e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.11685157e-01, 2.15929846e-04, 6.81028962e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.15631916e-01, 4.38787174e-05,\n",
      "       0.00000000e+00, 2.51980335e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.88982974e-03, 0.00000000e+00, 3.82621627e-04,\n",
      "       3.99949076e-03, 0.00000000e+00, 0.00000000e+00, 1.31477743e-01,\n",
      "       1.08291041e-02, 0.00000000e+00, 0.00000000e+00, 4.17353734e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.87090403e-04, 7.43759656e-03,\n",
      "       1.01020923e-02, 0.00000000e+00, 3.60925496e-01, 2.26556556e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.24583431e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.17685730e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.61910807e-03, 0.00000000e+00, 4.26504701e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.04110148036716797, array([4.3465868e-02, 0.0000000e+00, 4.5044046e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7770505e-02, 0.0000000e+00, 4.9673174e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3240917e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.9972501e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4887684e-02, 0.0000000e+00, 5.6245219e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.1843646e-02, 0.0000000e+00,\n",
      "       2.9924776e-02, 0.0000000e+00, 2.4493812e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.0627220e-01, 1.9408738e-02, 6.1414689e-02, 3.6876492e-02,\n",
      "       0.0000000e+00, 1.3039827e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.0038246e-02, 0.0000000e+00, 4.7416053e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.0285307e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7534477e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.12500844315764884, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 8.478613 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.0339074, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.5124391317367554, array([1.7215432e+00, 2.3047748e+00, 3.4210799e+00, 9.9924073e-02,\n",
      "       1.3244376e-01, 1.7352859e+00, 5.3165445e+00, 4.3603115e+00,\n",
      "       1.5618924e+00, 1.6035419e+00, 1.1694710e+00, 0.0000000e+00,\n",
      "       3.2136589e-02, 7.3328838e-02, 0.0000000e+00, 7.3328838e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2076072e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.3766337e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.2875061e-02,\n",
      "       1.9713587e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5600237e+00, 1.3242713e+00], dtype=float32), 1.1673154234519605, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.6520776e-03,\n",
      "       8.6791441e-02, 5.2963618e-02, 3.6215130e-02, 7.3736343e-03,\n",
      "       9.5351297e-01, 3.9737970e-02, 2.5260716e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.4108030e-03,\n",
      "       1.5468791e-02, 1.5558238e-03, 2.1574013e-01, 2.1505144e-03,\n",
      "       1.7508134e-01, 0.0000000e+00, 5.3790116e-01, 4.6046814e-03,\n",
      "       1.7780421e-02, 2.6672657e-03, 9.2631020e-02, 1.8272243e-02,\n",
      "       5.8722572e-04, 0.0000000e+00, 1.3218280e-02, 6.7513501e-03,\n",
      "       0.0000000e+00, 1.3243968e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3383886e-01, 5.3010108e-03, 0.0000000e+00, 2.7165059e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.8729942e-03, 6.9961086e-02,\n",
      "       8.3067650e-01, 2.7540423e-02, 6.5296429e-01, 1.0088596e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3896205e-03, 2.6807463e-02,\n",
      "       2.0818433e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.3169607e-04, 3.2591433e-04,\n",
      "       0.0000000e+00, 5.2853491e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9392714e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.2767304e-02, 0.0000000e+00, 6.2635553e-01,\n",
      "       0.0000000e+00, 7.2181532e-03, 3.2216933e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.3052101e-03, 0.0000000e+00,\n",
      "       3.2799828e-03, 4.5297563e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.2380683e-01, 0.0000000e+00, 6.4332032e-01,\n",
      "       5.6952116e-04, 0.0000000e+00, 0.0000000e+00, 5.2026298e-02,\n",
      "       1.0551239e-02, 0.0000000e+00, 0.0000000e+00, 6.4628802e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.4008303e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.9198446e-02, 2.6037067e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.1781228e-02,\n",
      "       0.0000000e+00, 3.1042101e-03, 0.0000000e+00, 6.6144881e-03,\n",
      "       1.6237792e-01, 0.0000000e+00, 1.0141454e-02, 0.0000000e+00,\n",
      "       6.6318882e-01, 0.0000000e+00, 0.0000000e+00, 1.4594898e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.7959666e+00, 7.4756372e-01, 1.4758568e-01, 2.8252110e-02],\n",
      "      dtype=float32), 0.1131281712808367, array([0.0000000e+00, 0.0000000e+00, 1.8842573e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.3420222e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.6128224e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9280225e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1047002e-01, 0.0000000e+00,\n",
      "       1.3640586e-02, 0.0000000e+00, 4.8565844e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.2831607e+00, 3.1854459e-05, 1.9318262e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.9237820e-03, 0.0000000e+00, 3.3158963e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.06164295718507009, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.36778572, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 2.1045728 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.00973452627658844, array([0.49233386, 0.10298951, 0.19520172, 0.04832346, 0.10520782,\n",
      "       0.3732546 , 0.33156598, 0.20821568, 0.19711313, 0.31867906,\n",
      "       0.02743032, 0.        , 0.31905204, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01680891, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02273206, 0.        , 0.        ,\n",
      "       0.07066403, 0.30924278, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.3230083247574057, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.59716144e-01, 9.58005057e-06, 2.29877904e-02,\n",
      "       1.09143592e-01, 0.00000000e+00, 4.88466816e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.02898306e-02,\n",
      "       1.72522351e-01, 0.00000000e+00, 4.53344127e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.22791455e-03, 0.00000000e+00, 2.14027212e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.73671693e-03, 1.11193811e-04,\n",
      "       1.11591164e-02, 0.00000000e+00, 1.67857169e-03, 8.61200839e-02,\n",
      "       0.00000000e+00, 1.42425636e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.11996414e-05, 2.49187723e-02, 0.00000000e+00, 2.15392467e-02,\n",
      "       0.00000000e+00, 1.02899894e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.14386851e-01, 0.00000000e+00, 1.71898931e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.14874144e-02, 1.06995655e-02, 0.00000000e+00,\n",
      "       1.01190608e-03, 1.86085571e-02, 6.91969553e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.76491062e-03, 2.02622614e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.38042514e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.80166045e-02, 1.72443930e-02,\n",
      "       0.00000000e+00, 7.72694079e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.26193952e-04, 0.00000000e+00, 0.00000000e+00, 5.20095900e-02,\n",
      "       1.04174833e-03, 1.64406132e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.95074375e-02,\n",
      "       2.33123719e-04, 0.00000000e+00, 0.00000000e+00, 1.00690030e-01,\n",
      "       2.71715061e-03, 8.78609903e-03, 2.90705287e-03, 3.59340012e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.11948425e-02, 2.44272470e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.80935040e-02, 8.34057108e-03, 0.00000000e+00,\n",
      "       2.87529919e-02, 0.00000000e+00, 2.38897592e-05, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.61215328e-02,\n",
      "       7.48291938e-03, 0.00000000e+00, 0.00000000e+00, 3.95605282e-04,\n",
      "       8.93863011e-03, 1.78061798e-01, 0.00000000e+00, 1.14446343e-03],\n",
      "      dtype=float32), 0.036085599334348246, array([2.8494362e-02, 0.0000000e+00, 8.9953139e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1837925e-01, 0.0000000e+00, 4.6211321e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.0824216e-03, 0.0000000e+00,\n",
      "       9.8697608e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4967829e-02, 2.8817071e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7880701e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.5995548e-02, 0.0000000e+00,\n",
      "       2.0441217e+00, 0.0000000e+00, 1.1915518e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.5407280e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.7474299e-02, 3.7295368e-02, 1.1717248e+00,\n",
      "       3.9247025e-02, 3.7102385e-03, 0.0000000e+00, 6.2792338e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4234544e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.07098423116209052, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 6.8568716, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.4497774, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.3599397540092468, array([0.27856818, 0.11796527, 0.24044316, 0.11263771, 0.04031158,\n",
      "       0.1439614 , 0.2688143 , 0.13804775, 0.21857925, 0.11309072,\n",
      "       0.02003842, 0.        , 0.09146678, 0.0714787 , 0.        ,\n",
      "       0.        , 0.        , 0.07425907, 0.        , 0.00740222,\n",
      "       0.        , 0.        , 0.        , 0.09088253, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01437196, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0082645 ,\n",
      "       0.        , 0.00652283, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01522481, 0.        ], dtype=float32), 0.12907638039070224, array([0.0000000e+00, 6.8597835e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.4323069e-03, 2.2816502e-03, 3.6403998e-03,\n",
      "       0.0000000e+00, 2.4598250e-02, 2.4841421e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.5876284e-03, 3.4869570e-04,\n",
      "       2.1009363e-02, 0.0000000e+00, 9.6735898e-03, 5.1944847e-03,\n",
      "       3.0661789e-01, 0.0000000e+00, 3.6721338e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.0916984e-02, 5.6704968e-05,\n",
      "       2.7420195e-03, 0.0000000e+00, 1.9329834e-03, 5.1517421e-03,\n",
      "       0.0000000e+00, 4.4623446e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.8588853e-02, 0.0000000e+00, 3.3354724e-03,\n",
      "       0.0000000e+00, 6.5111946e-03, 0.0000000e+00, 1.0834926e-01,\n",
      "       2.9224623e-02, 0.0000000e+00, 3.7874207e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8228114e-02, 3.8697571e-02,\n",
      "       3.3878963e-02, 0.0000000e+00, 2.6433848e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.2444777e-04, 2.3519862e-03, 6.4880290e-04,\n",
      "       0.0000000e+00, 2.8638015e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6475287e-01, 0.0000000e+00, 1.0325592e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.5676541e-02, 9.5548446e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.0449004e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.6318637e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5171731e-01,\n",
      "       2.4041889e-02, 7.5714150e-03, 0.0000000e+00, 4.2770483e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.6552924e-03, 5.5649161e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2038554e-01, 1.1477901e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.9830130e-05, 1.3697766e-03, 5.0373940e-04,\n",
      "       9.3152365e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0299663e-02,\n",
      "       8.7065063e-03, 0.0000000e+00, 0.0000000e+00, 9.3676217e-02,\n",
      "       0.0000000e+00, 2.9688211e-02, 2.3302035e-01, 1.3237413e-02],\n",
      "      dtype=float32), 0.021769976564563965, array([1.0200433e-02, 0.0000000e+00, 5.1215857e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.8517228e-02,\n",
      "       0.0000000e+00, 1.1910676e-03, 1.5088524e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.8209650e-03, 1.2183672e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6576037e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.0681110e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.4066647e-01, 3.2260966e-02, 1.8270047e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6498478e-01, 0.0000000e+00, 3.0649347e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0000973e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.04950670951405149, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       9.305596  , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.77310085,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.41029688715934753, array([0.58098245, 0.15920554, 0.13210003, 0.04703811, 0.0807892 ,\n",
      "       0.07368045, 0.64558834, 0.09804823, 0.5249231 , 0.18714432,\n",
      "       0.00275251, 0.01890675, 0.50999177, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01979902, 0.        , 0.01890675, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01885092,\n",
      "       0.        , 0.02906048, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.51705265, 0.        , 0.        ], dtype=float32), 0.5105949886402693, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.05303337e-02, 0.00000000e+00, 1.43184618e-03,\n",
      "       1.20946027e-01, 0.00000000e+00, 0.00000000e+00, 2.58674962e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.15906440e-03,\n",
      "       4.53337049e-03, 0.00000000e+00, 5.05503640e-03, 0.00000000e+00,\n",
      "       1.28443828e-02, 7.01051904e-03, 1.43894991e-02, 0.00000000e+00,\n",
      "       2.09224899e-03, 1.51787838e-02, 9.02527105e-03, 1.51596675e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.86844337e-01, 2.64692754e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.76683476e-03,\n",
      "       1.43706854e-02, 2.60117534e-03, 0.00000000e+00, 1.52563164e-02,\n",
      "       2.67178332e-03, 1.10906810e-02, 1.49045791e-02, 0.00000000e+00,\n",
      "       4.68293041e-01, 6.02270477e-04, 1.33655161e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.70117736e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.94135541e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.62193964e-03, 0.00000000e+00, 5.30149834e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.05253917e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.49452019e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.00254582e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.96831514e-04,\n",
      "       1.01479841e-02, 0.00000000e+00, 2.57718796e-03, 6.19861484e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.19751462e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.03747139e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.97106978e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.28230089e-02,\n",
      "       5.36991516e-04, 2.84900365e-04, 0.00000000e+00, 1.55221822e-03],\n",
      "      dtype=float32), 0.10921647943765642, array([0.01781801, 0.        , 0.7433379 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.11333741, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.22932743,\n",
      "       0.        , 0.036321  , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00797936, 0.        , 0.00306792, 0.01483379, 0.0165388 ,\n",
      "       0.        , 0.        , 0.11810896, 0.        , 0.        ,\n",
      "       1.5518788 , 0.00405569, 0.1671289 , 0.        , 0.        ,\n",
      "       0.00837607, 0.        , 0.        , 0.        , 0.2663224 ,\n",
      "       0.        , 0.93600273, 0.00294275, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01492595,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08585435245286381, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 6.9467554, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.6413907, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.4928508996963501, array([0.17943224, 0.1291906 , 0.04974961, 0.15801221, 0.03438323,\n",
      "       0.08774576, 0.35313535, 0.04056546, 0.2829119 , 0.26697958,\n",
      "       0.04979835, 0.        , 0.30429852, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02819883, 0.00466437, 0.02596798, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02603822, 0.        , 0.303118  ,\n",
      "       0.00110879, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.02214134], dtype=float32), 0.30706896302260556, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1126576e-02, 6.9659002e-02, 7.5732879e-03, 5.8287205e-03,\n",
      "       1.9028236e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.1856047e-04, 5.8678854e-02,\n",
      "       7.6845521e-03, 2.7777722e-02, 1.1921404e-03, 0.0000000e+00,\n",
      "       3.5838479e-01, 2.6200924e-03, 4.4553358e-02, 1.6823396e-03,\n",
      "       2.4156962e-03, 0.0000000e+00, 3.8187709e-02, 2.1467523e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9055785e-02, 8.8634938e-03,\n",
      "       0.0000000e+00, 1.6792305e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.4091648e-05, 1.5565669e-02, 0.0000000e+00, 2.0522455e-02,\n",
      "       8.0561341e-04, 9.4388938e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.0889847e-03, 1.0400282e-03, 7.5448463e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1251132e-03, 7.1162149e-02, 7.6465802e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3560488e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.9827015e-04, 2.8894837e-03, 6.2789330e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.1610290e-03, 1.4781220e-03, 0.0000000e+00, 4.2628098e-02,\n",
      "       0.0000000e+00, 4.8063239e-03, 2.3444645e-06, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.2438468e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.8424108e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4188549e-03, 0.0000000e+00, 7.8198845e-03,\n",
      "       7.6925772e-04, 0.0000000e+00, 0.0000000e+00, 1.8270103e-04,\n",
      "       1.1270019e-01, 1.3592360e-03, 2.2519391e-02, 3.7791993e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.0700446e-04, 1.8374093e-02,\n",
      "       4.7720037e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4763238e-02,\n",
      "       0.0000000e+00, 1.9489074e-03, 6.8140067e-03, 0.0000000e+00,\n",
      "       2.7832812e-02, 0.0000000e+00, 2.4224785e-03, 0.0000000e+00,\n",
      "       2.6216849e-03, 0.0000000e+00, 0.0000000e+00, 2.2920587e-03,\n",
      "       2.6035300e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9132124e-02, 1.0446459e-02, 1.3480788e-01, 3.3006181e-03],\n",
      "      dtype=float32), 0.03828768117887612, array([0.1549335 , 0.        , 0.06934246, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.3045475 , 0.        , 0.        ,\n",
      "       0.4281928 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02111065, 0.04629054, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.21834801,\n",
      "       0.        , 0.        , 0.00217042, 0.0245253 , 0.        ,\n",
      "       0.29371008, 0.        , 0.06325524, 0.        , 0.        ,\n",
      "       0.00842164, 0.        , 0.        , 0.        , 0.07911935,\n",
      "       0.        , 0.44492394, 0.09331354, 0.        , 0.        ,\n",
      "       0.00095883, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01247516, 0.        ], dtype=float32), 0.05923949324499203, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.2303627, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 5.7424507, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.5461059212684631, array([0.5661223 , 0.7960273 , 0.1103567 , 0.52736795, 0.3572291 ,\n",
      "       0.32151553, 0.40234756, 0.0384281 , 0.36050427, 0.21879494,\n",
      "       0.11364462, 0.47615358, 0.05230439, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0474352 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04893092, 0.        , 0.        ,\n",
      "       0.0210345 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.10195746, 0.47615358, 0.        ], dtype=float32), 0.4541112054963468, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.6232496e-04,\n",
      "       4.5899168e-04, 3.1814624e-02, 1.5021310e-02, 1.1895613e-02,\n",
      "       9.7346969e-02, 0.0000000e+00, 2.5935704e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1624930e-04, 2.5627684e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9399282e-03, 3.6463173e-04,\n",
      "       6.5507986e-02, 1.8230780e-03, 4.9328363e-01, 4.6275472e-05,\n",
      "       1.8841811e-04, 2.5238365e-01, 0.0000000e+00, 3.6194057e-03,\n",
      "       1.5993560e-02, 0.0000000e+00, 1.8207730e-03, 6.1113611e-03,\n",
      "       0.0000000e+00, 2.9787663e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.4246484e-03,\n",
      "       1.6484495e-03, 2.5988519e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.2290535e-01, 0.0000000e+00, 7.5144120e-02, 2.1175763e-03,\n",
      "       0.0000000e+00, 2.4623475e-03, 3.4187557e-03, 3.2553435e-03,\n",
      "       2.6223823e-02, 1.2058861e-02, 1.4702355e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9782879e-03, 4.3780330e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1320396e-03, 8.0771005e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7338831e-02,\n",
      "       0.0000000e+00, 5.2042656e-02, 0.0000000e+00, 1.1968084e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.2888018e-04,\n",
      "       1.3947722e-03, 4.2462167e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.9603734e-03, 0.0000000e+00, 3.7213922e-02,\n",
      "       3.7766313e-03, 0.0000000e+00, 0.0000000e+00, 1.7855554e-03,\n",
      "       1.2771635e-03, 2.7112950e-02, 4.2142891e-03, 9.6149862e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.2091975e-04, 1.5758373e-01,\n",
      "       2.5492541e-03, 0.0000000e+00, 0.0000000e+00, 4.1813580e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.1413759e-03,\n",
      "       0.0000000e+00, 3.7698869e-02, 1.8034385e-03, 0.0000000e+00,\n",
      "       3.0747579e-02, 0.0000000e+00, 1.3471940e-04, 0.0000000e+00,\n",
      "       1.2395111e-03, 0.0000000e+00, 0.0000000e+00, 2.7232224e-03,\n",
      "       2.7607517e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.7560289e-03, 1.6421694e-01, 4.3661878e-03, 3.6786124e-02],\n",
      "      dtype=float32), 0.04829099559145292, array([0.03405989, 0.03773723, 0.34099108, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.08972232, 0.        , 0.06018838,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00414283, 0.09746074, 0.00792291, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.6141838 ,\n",
      "       0.        , 0.        , 0.08009556, 0.02909048, 0.        ,\n",
      "       0.5713464 , 0.00122629, 0.02662441, 0.        , 0.        ,\n",
      "       0.01239592, 0.        , 0.        , 0.        , 0.0385766 ,\n",
      "       0.        , 0.3111065 , 0.02563621, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.24890454, 0.        ], dtype=float32), 0.01661549900116182, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       7.0385056 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.08545613,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05964895337820053, array([0.8106053 , 0.3011125 , 0.50205594, 0.19958352, 0.07547435,\n",
      "       0.18504591, 0.80040026, 0.12066158, 0.6255043 , 0.29481524,\n",
      "       0.00344619, 0.01005706, 0.05398571, 0.27080595, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.27080595, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00344619, 0.00420156, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.05475353, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.2791432326696785, array([0.0000000e+00, 3.2868393e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4139862e-04, 0.0000000e+00, 1.7624283e-01,\n",
      "       2.2314335e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.4237882e-04, 0.0000000e+00,\n",
      "       6.3833344e-04, 4.6817531e-04, 3.7038825e-02, 0.0000000e+00,\n",
      "       4.4297644e-01, 0.0000000e+00, 5.5352980e-03, 1.0919708e-03,\n",
      "       1.7970966e-03, 0.0000000e+00, 3.3768103e-01, 6.0325172e-03,\n",
      "       5.1293243e-04, 0.0000000e+00, 0.0000000e+00, 3.3472672e-03,\n",
      "       0.0000000e+00, 4.7236137e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.2392374e-03, 7.4367113e-02, 0.0000000e+00, 1.1040084e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2606762e-02, 1.3642755e-01,\n",
      "       2.4597081e-03, 0.0000000e+00, 4.1669938e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8834211e-03, 1.3226643e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1835568e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.6381967e-02, 6.3099363e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.5336572e-01, 5.1522988e-04, 0.0000000e+00,\n",
      "       1.2927309e-03, 1.7270650e-03, 0.0000000e+00, 2.1077571e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.2599420e-03,\n",
      "       0.0000000e+00, 1.1700952e-04, 8.9283613e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7889380e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.7244467e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.0266204e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.6454780e-04, 0.0000000e+00, 0.0000000e+00, 1.1378074e-01,\n",
      "       2.8177386e-03, 0.0000000e+00, 5.7060476e-03, 5.5358965e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7951787e-03, 1.6244558e-03,\n",
      "       6.4756628e-03, 0.0000000e+00, 2.5014418e-01, 1.0350338e-03,\n",
      "       5.1339255e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.3051299e-04, 4.8439181e-03, 1.9469609e-02,\n",
      "       1.7488064e-02, 0.0000000e+00, 2.8373292e-02, 0.0000000e+00,\n",
      "       5.2320465e-02, 0.0000000e+00, 0.0000000e+00, 7.2915405e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.2731918e-03, 6.5476429e-03, 3.5551441e-01, 1.0208982e-03],\n",
      "      dtype=float32), 0.021487377162665938, array([1.0369448e-02, 0.0000000e+00, 2.2167288e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.0194771e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2572068e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1456110e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.7869833e-03, 2.7628571e-02, 3.7697736e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6192020e-03, 1.2888380e-02, 0.0000000e+00,\n",
      "       1.9860096e-01, 0.0000000e+00, 5.7420608e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0289412e-01, 0.0000000e+00, 2.4427183e+00,\n",
      "       3.9401848e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.7518367e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.06127308739340963, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.7838473, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.4020105, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.3727673888206482, array([0.19135813, 0.12240931, 0.25755063, 0.06129648, 0.06110093,\n",
      "       0.03096883, 0.2202794 , 0.10975131, 0.09625304, 0.09871867,\n",
      "       0.02245781, 0.        , 0.2730248 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00756667, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02069084, 0.        , 0.        ,\n",
      "       0.27303332, 0.00184912, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.28703207946143, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7437010e-01, 2.0895642e-01, 1.1792122e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.0781045e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.9925627e-04, 0.0000000e+00, 8.8661108e-03, 2.4646739e-02,\n",
      "       3.3442414e-01, 1.3440399e-02, 3.4230631e-03, 2.0689910e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7588997e-02, 2.7932036e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.1321317e-03, 9.7679151e-03,\n",
      "       0.0000000e+00, 7.8949939e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.2944354e-03, 8.3047627e-03, 0.0000000e+00, 1.5402385e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3513248e-02, 1.9394174e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.3716994e-03, 1.0622047e-02, 4.9588118e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7281571e-02, 7.9392074e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8722875e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.1407259e-05, 0.0000000e+00, 0.0000000e+00, 1.4312292e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.9167543e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.1177490e-03, 1.8394407e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.2447117e-03,\n",
      "       7.7511789e-03, 0.0000000e+00, 0.0000000e+00, 1.0617436e-02,\n",
      "       6.8027670e-03, 6.7425612e-03, 0.0000000e+00, 1.2408227e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.8366901e-02, 0.0000000e+00,\n",
      "       6.7585725e-03, 0.0000000e+00, 1.0053543e-03, 7.0970785e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0568351e-03,\n",
      "       0.0000000e+00, 5.3245281e-03, 1.0465375e-03, 5.0565643e-05,\n",
      "       4.2550705e-02, 0.0000000e+00, 8.8098412e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.1199103e-02,\n",
      "       6.2278518e-04, 0.0000000e+00, 0.0000000e+00, 5.5243578e-03,\n",
      "       1.2430491e-02, 2.4197961e-03, 4.2110536e-02, 6.8638222e-03],\n",
      "      dtype=float32), 0.030737374134892203, array([4.0667191e-02, 0.0000000e+00, 1.0899808e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.5762039e-03, 0.0000000e+00, 4.0531240e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.5811100e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.2223007e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2322541e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3574483e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.7378268e-04, 4.2542452e-03, 0.0000000e+00,\n",
      "       6.1377115e-03, 0.0000000e+00, 5.1875426e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.4931812e-01, 0.0000000e+00, 8.8312733e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9075860e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.030671502970328227, array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 1.467735, 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 2.034289, 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      ], dtype=float32), 0.4196294844150543, array([0.10339753, 0.06933149, 0.04060468, 0.08730263, 0.02840689,\n",
      "       0.0482928 , 0.05620543, 0.055841  , 0.04418857, 0.04547612,\n",
      "       0.01023061, 0.        , 0.04528432, 0.04295034, 0.        ,\n",
      "       0.        , 0.03142209, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.02074203, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02102197, 0.00977833, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01023061, 0.        , 0.        ,\n",
      "       0.03975689, 0.00367786, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06527726571285848, array([0.0000000e+00, 0.0000000e+00, 1.2017347e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.9560599e-04, 9.5767034e-03, 5.1913722e-03,\n",
      "       1.9716430e-05, 0.0000000e+00, 1.7187569e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0032847e-03, 3.3596184e-02,\n",
      "       1.2078587e-01, 1.0809555e-02, 2.2096909e-03, 1.1503941e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.8138801e-02, 6.6542854e-03,\n",
      "       9.9494848e-03, 0.0000000e+00, 0.0000000e+00, 4.5266701e-03,\n",
      "       0.0000000e+00, 2.1946009e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.6953811e-02, 2.1951592e-03, 0.0000000e+00, 1.9570423e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6977796e-02,\n",
      "       6.9829230e-03, 7.3759193e-03, 1.4305827e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.1050294e-03, 4.5067952e-03,\n",
      "       3.0209955e-03, 6.9194735e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.8740674e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.3935742e-02, 8.3383378e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1486221e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.2540612e-02, 0.0000000e+00, 8.0630329e-04,\n",
      "       0.0000000e+00, 6.6618633e-04, 3.4129561e-04, 0.0000000e+00,\n",
      "       8.6638454e-04, 0.0000000e+00, 2.8015811e-03, 0.0000000e+00,\n",
      "       6.4791110e-03, 3.5676956e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.8539062e-03,\n",
      "       8.3739227e-03, 0.0000000e+00, 0.0000000e+00, 2.2351274e-02,\n",
      "       4.1220021e-03, 0.0000000e+00, 1.3735287e-02, 6.8599358e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.1469979e-03, 2.7461664e-03,\n",
      "       4.2434642e-04, 0.0000000e+00, 5.1168188e-02, 5.0420081e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.1700902e-03,\n",
      "       0.0000000e+00, 1.9234065e-02, 2.6400665e-02, 0.0000000e+00,\n",
      "       4.5867151e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.2661401e-03, 0.0000000e+00, 0.0000000e+00, 1.8014524e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5415419e-02,\n",
      "       3.0943234e-03, 4.3074759e-03, 9.8176792e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.00856928435791014, array([6.2575132e-02, 0.0000000e+00, 1.8317212e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.2550496e-03, 0.0000000e+00, 1.9607686e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8606022e-02, 8.3436603e-03,\n",
      "       0.0000000e+00, 6.5274420e-03, 0.0000000e+00, 9.6200634e-04,\n",
      "       0.0000000e+00, 8.5792504e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9853087e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.7434841e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.9871630e-02, 0.0000000e+00, 1.0850838e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.2984900e-01, 0.0000000e+00, 1.4081659e+00,\n",
      "       1.0982710e-02, 6.7866966e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.0384484e-03, 0.0000000e+00, 0.0000000e+00, 2.4233230e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.2553355e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.02835864087889841, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 2.8272562, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.6812063, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.12175847589969635, array([1.5427793 , 1.2390462 , 0.3711084 , 1.2515684 , 0.8326015 ,\n",
      "       0.10427734, 0.3511562 , 0.9088566 , 0.28152   , 0.26732236,\n",
      "       0.05903467, 0.        , 0.9294523 , 0.11391991, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.11391991, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04736379, 0.        , 0.        ,\n",
      "       0.        , 0.00247072, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03493067, 0.        , 0.        ,\n",
      "       0.9339507 , 0.02070611, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01994094], dtype=float32), 0.9160983555407674, array([0.00000000e+00, 0.00000000e+00, 1.34926673e-03, 0.00000000e+00,\n",
      "       1.64691135e-02, 0.00000000e+00, 3.39126633e-03, 5.16326949e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.88738846e-03, 0.00000000e+00, 5.84257126e-04, 2.11585928e-02,\n",
      "       1.02906013e-02, 0.00000000e+00, 9.32798833e-02, 1.07052270e-02,\n",
      "       2.48724118e-01, 0.00000000e+00, 2.87237670e-03, 1.56627456e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.44429797e-01, 2.27654120e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.48329177e-03, 3.09389066e-02,\n",
      "       0.00000000e+00, 3.45211886e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.57551728e-02, 0.00000000e+00, 0.00000000e+00, 2.44179703e-02,\n",
      "       1.27770882e-02, 8.52258783e-03, 0.00000000e+00, 8.12114179e-02,\n",
      "       8.86184692e-01, 2.47002230e-04, 6.31578565e-01, 9.01109632e-03,\n",
      "       0.00000000e+00, 3.15012410e-03, 1.46482270e-02, 0.00000000e+00,\n",
      "       6.83820224e-04, 0.00000000e+00, 1.48157892e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 9.10691044e-04, 6.00527972e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.90377802e-01, 2.14520559e-01, 0.00000000e+00,\n",
      "       3.90068558e-03, 0.00000000e+00, 0.00000000e+00, 7.91143160e-03,\n",
      "       3.62956501e-03, 8.23202953e-02, 1.67938005e-02, 2.17639585e-03,\n",
      "       0.00000000e+00, 4.04912513e-03, 3.56549099e-02, 0.00000000e+00,\n",
      "       1.98970530e-02, 0.00000000e+00, 0.00000000e+00, 2.82938592e-02,\n",
      "       9.85302730e-04, 5.16913496e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.03048936e-03, 0.00000000e+00, 1.79076772e-02,\n",
      "       1.59613099e-02, 0.00000000e+00, 0.00000000e+00, 2.50689555e-02,\n",
      "       2.78906357e-02, 1.29812863e-03, 6.56076521e-03, 1.83902700e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.29897362e-02,\n",
      "       3.50437790e-01, 0.00000000e+00, 1.23719685e-01, 8.75638872e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.45694136e-03,\n",
      "       0.00000000e+00, 6.04313973e-04, 9.58167948e-03, 6.78833807e-04,\n",
      "       2.11945809e-02, 0.00000000e+00, 8.83386657e-03, 0.00000000e+00,\n",
      "       4.05519083e-02, 0.00000000e+00, 0.00000000e+00, 5.21451868e-02,\n",
      "       7.94133637e-04, 9.89640411e-03, 0.00000000e+00, 4.01306199e-03,\n",
      "       2.35140901e-02, 1.85927395e-02, 2.22458318e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.11876282298001566, array([0.29140395, 0.        , 0.8142298 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.11863562, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.19162363, 0.50937134,\n",
      "       0.        , 0.03237311, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.151023  , 0.        , 0.19201125,\n",
      "       0.        , 0.        , 0.02070925, 0.        , 0.        ,\n",
      "       0.93827873, 0.        , 0.24596311, 0.02227012, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.65082145,\n",
      "       0.        , 1.6892401 , 0.02813137, 0.02242281, 0.        ,\n",
      "       0.        , 0.00831994, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.021596840584345762, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.51624453, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 3.2784214 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.307342529296875, array([0.01013111, 0.02282441, 0.02265421, 0.02104575, 0.01239192,\n",
      "       0.01948206, 0.01073909, 0.01681889, 0.01523938, 0.02131199,\n",
      "       0.00959035, 0.        , 0.01767732, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01248492, 0.        ,\n",
      "       0.00053429, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01181866, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00950211, 0.        , 0.0020537 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.020762016330069084, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.2035832e-04,\n",
      "       2.1864087e-03, 2.6032811e-03, 4.4549899e-03, 1.1525690e-02,\n",
      "       6.7708497e-05, 0.0000000e+00, 1.9174962e-03, 0.0000000e+00,\n",
      "       3.0823168e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.0908018e-03, 0.0000000e+00, 1.6069969e-03, 2.7442002e-03,\n",
      "       1.3346462e-02, 0.0000000e+00, 4.1671237e-03, 7.8188078e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5475491e-03, 0.0000000e+00,\n",
      "       1.8984419e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7311394e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.1726741e-03, 2.6366465e-02, 0.0000000e+00, 1.1128206e-02,\n",
      "       3.9646011e-03, 1.2042971e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0496289e-03, 0.0000000e+00, 3.8947005e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.6906808e-04, 3.7303406e-03, 4.6427920e-04,\n",
      "       6.6972482e-03, 1.1502058e-03, 2.7778388e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.2458747e-03, 2.5388477e-03, 3.4434241e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.6144335e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0108337e-04, 5.8508216e-04, 1.9265513e-03,\n",
      "       0.0000000e+00, 4.2149290e-03, 4.7617657e-03, 0.0000000e+00,\n",
      "       7.4510071e-03, 0.0000000e+00, 0.0000000e+00, 4.2261295e-03,\n",
      "       0.0000000e+00, 1.3037269e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.6760770e-03, 0.0000000e+00, 5.5650356e-03,\n",
      "       5.2004610e-03, 0.0000000e+00, 0.0000000e+00, 9.8090963e-03,\n",
      "       3.5410970e-03, 2.9321674e-03, 3.3272386e-03, 8.2368348e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0033131e-02, 2.6017870e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.3569614e-03, 6.7882249e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3001964e-03, 1.9255648e-03, 0.0000000e+00,\n",
      "       6.7356802e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3048443e-03, 0.0000000e+00, 0.0000000e+00, 1.4595898e-02,\n",
      "       2.1016852e-03, 5.3482736e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.5894000e-03, 7.2077056e-03, 6.7813434e-03, 6.2505323e-03],\n",
      "      dtype=float32), 0.002614426846008377, array([0.05403455, 0.        , 0.0795391 , 0.        , 0.        ,\n",
      "       0.01205642, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01392245, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.6167525 , 0.15692806,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0094267 , 0.08356015, 0.00263612, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.02405964,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.04485834, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.02217513219270962, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.2501893, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.0849649, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.14400045573711395, array([0.2847467 , 0.16615151, 0.2732457 , 0.2359962 , 0.2261401 ,\n",
      "       0.26721397, 0.13531402, 0.1618777 , 0.08151734, 0.3595522 ,\n",
      "       0.02026211, 0.        , 0.24451105, 0.0313192 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00095095, 0.0186702 ,\n",
      "       0.        , 0.        , 0.        , 0.01860336, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.18705602, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00845452, 0.        , 0.        ,\n",
      "       0.13210778, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.24477204335307212, array([0.00000000e+00, 6.37527555e-04, 0.00000000e+00, 4.00114775e-04,\n",
      "       0.00000000e+00, 5.31669781e-02, 5.17148413e-02, 2.78298501e-02,\n",
      "       1.69653192e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.35939452e-02, 0.00000000e+00,\n",
      "       6.40290454e-02, 4.76082787e-03, 6.81054406e-03, 0.00000000e+00,\n",
      "       1.33374572e-01, 6.05885359e-03, 5.46594635e-02, 1.07502252e-01,\n",
      "       5.46869915e-03, 0.00000000e+00, 8.38176534e-02, 6.69076666e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.73912892e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.53622299e-03, 1.06043797e-02, 1.85070597e-02, 4.58757505e-02,\n",
      "       0.00000000e+00, 7.06666633e-02, 5.93495897e-05, 4.57469709e-02,\n",
      "       9.42741409e-02, 9.95590352e-04, 1.25309885e-01, 3.57990444e-04,\n",
      "       0.00000000e+00, 2.45474111e-02, 5.39446890e-04, 4.93796021e-02,\n",
      "       8.74442421e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.90173411e-02, 2.51207855e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.39494343e-02,\n",
      "       0.00000000e+00, 5.06263748e-02, 1.43233776e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.73117300e-03, 8.15301537e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.07809104e-01,\n",
      "       2.96844402e-03, 6.34262990e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.68883277e-03, 0.00000000e+00, 5.55159934e-02,\n",
      "       5.89218130e-03, 0.00000000e+00, 0.00000000e+00, 1.53155196e-02,\n",
      "       1.31589472e-02, 2.25657094e-02, 8.81463811e-02, 5.10628894e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.28202802e-02, 1.89818323e-01,\n",
      "       3.11308133e-04, 0.00000000e+00, 7.16162622e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.42428011e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.47970729e-02, 0.00000000e+00, 0.00000000e+00, 2.12657657e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.62772213e-05,\n",
      "       1.18261755e-01, 8.86511803e-02, 1.14978790e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.01580367715782934, array([6.7044586e-02, 0.0000000e+00, 4.8880647e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.9718304e-02, 0.0000000e+00, 2.4496084e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.5283835e-02, 3.2360706e-02,\n",
      "       0.0000000e+00, 5.0190788e-02, 8.4991846e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.0195718e-03, 2.1904211e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.9705182e-02, 1.3808368e-01, 0.0000000e+00,\n",
      "       1.5536497e+00, 0.0000000e+00, 1.3934919e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.1752921e-02, 0.0000000e+00, 2.2806218e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.4121697e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2739244e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.017381449327174846, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.7688913, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.572609 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.03233223408460617, array([0.09834199, 0.09570204, 0.0561755 , 0.09401512, 0.0714847 ,\n",
      "       0.04667187, 0.10723006, 0.06560431, 0.08533481, 0.05408991,\n",
      "       0.03674578, 0.03450422, 0.03323648, 0.03628363, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03628363, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00868078,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00223954, 0.00387183, 0.02992116, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03628588, 0.01561811,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.034541  , 0.        , 0.        ], dtype=float32), 0.08030177951868449, array([0.        , 0.00135659, 0.        , 0.00785185, 0.00889359,\n",
      "       0.        , 0.01279324, 0.04179199, 0.01125826, 0.        ,\n",
      "       0.0034363 , 0.        , 0.00081266, 0.        , 0.00152569,\n",
      "       0.00247256, 0.        , 0.0019999 , 0.01701044, 0.00087961,\n",
      "       0.06722119, 0.        , 0.02558398, 0.01064518, 0.00937936,\n",
      "       0.01609983, 0.05389442, 0.00231554, 0.00094287, 0.        ,\n",
      "       0.01330317, 0.00119835, 0.        , 0.01664504, 0.        ,\n",
      "       0.0056473 , 0.0163039 , 0.00589623, 0.        , 0.01686857,\n",
      "       0.00222166, 0.        , 0.00889572, 0.00048817, 0.02961706,\n",
      "       0.00692498, 0.01393666, 0.00025191, 0.        , 0.        ,\n",
      "       0.00227133, 0.00108089, 0.01564436, 0.        , 0.00371318,\n",
      "       0.        , 0.        , 0.        , 0.01403911, 0.00475354,\n",
      "       0.        , 0.03859555, 0.00067169, 0.        , 0.00569288,\n",
      "       0.00245833, 0.        , 0.00039956, 0.00328023, 0.03309724,\n",
      "       0.00734256, 0.01298742, 0.        , 0.0066528 , 0.00380067,\n",
      "       0.        , 0.        , 0.        , 0.00410239, 0.0104878 ,\n",
      "       0.00819687, 0.03121193, 0.        , 0.        , 0.        ,\n",
      "       0.00451098, 0.        , 0.00187043, 0.00136443, 0.        ,\n",
      "       0.        , 0.02194384, 0.00089456, 0.        , 0.01021935,\n",
      "       0.00241517, 0.        , 0.        , 0.00171736, 0.0051454 ,\n",
      "       0.        , 0.        , 0.02228619, 0.        , 0.00305839,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01168948,\n",
      "       0.00838056, 0.00369569, 0.01793694, 0.        , 0.004627  ,\n",
      "       0.        , 0.01380996, 0.        , 0.        , 0.01778527,\n",
      "       0.01697136, 0.        , 0.        , 0.        , 0.01796737,\n",
      "       0.00279344, 0.03914337, 0.00158697], dtype=float32), 0.005664877207614167, array([0.        , 0.        , 0.12529996, 0.        , 0.        ,\n",
      "       0.00080128, 0.        , 0.13537817, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.4772161 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.33885714, 0.01105615, 0.1554585 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.07913084,\n",
      "       0.        , 0.19931227, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03173607,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.01449893529273144, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.65154  , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.0035036, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.2919035851955414, array([2.7064830e-01, 2.6275471e-01, 1.3034193e-01, 2.2608124e-01,\n",
      "       1.3927826e-01, 6.0676396e-02, 1.2808719e-01, 2.4718699e-01,\n",
      "       3.6846966e-02, 8.9979969e-02, 1.9356977e-04, 0.0000000e+00,\n",
      "       1.9954523e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0940810e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9987059e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0637324e-03, 3.0230125e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3898504e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00], dtype=float32), 0.19953486698446507, array([0.0000000e+00, 1.2385027e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0935999e-04, 0.0000000e+00, 5.6681231e-02, 0.0000000e+00,\n",
      "       9.2862523e-05, 0.0000000e+00, 1.1787850e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.9895289e-03, 5.2545659e-02, 2.0764378e-04, 0.0000000e+00,\n",
      "       2.4041525e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.4500611e-02, 5.4390826e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3664323e-04, 7.3791170e-03,\n",
      "       0.0000000e+00, 3.5087361e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.7350160e-03, 1.0861771e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.5345810e-03, 0.0000000e+00,\n",
      "       6.9221361e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2216485e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.5774628e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.7747874e-02, 0.0000000e+00, 7.7128471e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2371650e-04, 0.0000000e+00,\n",
      "       2.2743319e-03, 0.0000000e+00, 0.0000000e+00, 4.1228496e-03,\n",
      "       7.0836060e-05, 4.6870742e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.7110815e-02, 0.0000000e+00, 0.0000000e+00, 1.2211035e-02,\n",
      "       2.6436034e-03, 0.0000000e+00, 0.0000000e+00, 1.6667356e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1338114e-01, 5.5282726e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.5234948e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.1048860e-05, 0.0000000e+00,\n",
      "       1.2908842e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7429172e-01, 7.4459575e-05],\n",
      "      dtype=float32), 0.020172767570014245, array([0.0000000e+00, 0.0000000e+00, 3.9041467e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.2825633e-02,\n",
      "       0.0000000e+00, 8.8259885e-03, 0.0000000e+00, 7.9770563e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3478621e-02, 0.0000000e+00,\n",
      "       3.3667907e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.8624915e-03, 0.0000000e+00, 4.6942993e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7418074e-03, 0.0000000e+00,\n",
      "       1.1912292e+00, 0.0000000e+00, 3.5587610e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.7612523e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.0990943e-02, 0.0000000e+00, 1.1015191e+00,\n",
      "       0.0000000e+00, 2.9004080e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9629418e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.0556601e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.05171403892764033, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 5.0878553, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.7315579, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.42450425028800964, array([0.01237622, 0.01608416, 0.02234045, 0.02332334, 0.01221917,\n",
      "       0.00688848, 0.01769618, 0.01421656, 0.0202331 , 0.01774728,\n",
      "       0.01704236, 0.        , 0.01104804, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0040854 , 0.        ,\n",
      "       0.00648306, 0.01456391, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01525493, 0.        , 0.        ,\n",
      "       0.        , 0.00813085, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.020543369723958052, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01505804, 0.        , 0.00533495, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.02535069,\n",
      "       0.        , 0.00021517, 0.        , 0.        , 0.00016551,\n",
      "       0.01852007, 0.0013874 , 0.00094379, 0.        , 0.        ,\n",
      "       0.        , 0.00317071, 0.00107605, 0.        , 0.        ,\n",
      "       0.        , 0.00173141, 0.0003667 , 0.        , 0.        ,\n",
      "       0.00186724, 0.0008798 , 0.0027057 , 0.        , 0.01060015,\n",
      "       0.0030555 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00226906, 0.        , 0.        , 0.00010784,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00742053, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00765473, 0.        , 0.00539044, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00350298, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0015611 , 0.00334979, 0.        ,\n",
      "       0.        , 0.        , 0.00387051, 0.00643113, 0.00107769,\n",
      "       0.00278699, 0.        , 0.        , 0.        , 0.00181213,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00600079,\n",
      "       0.        , 0.        , 0.01598923, 0.        , 0.        ,\n",
      "       0.        , 0.00294025, 0.        , 0.        , 0.00509773,\n",
      "       0.00202527, 0.        , 0.        , 0.00172238, 0.0028382 ,\n",
      "       0.00177907, 0.01132293, 0.00405843], dtype=float32), 0.002854096569039323, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.2726704e-02,\n",
      "       0.0000000e+00, 4.7608241e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.0348627e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.0769515e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.2912762e-02, 1.8463145e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7681945e-02, 0.0000000e+00,\n",
      "       4.5292232e-02, 0.0000000e+00, 7.7030747e-03, 2.0565266e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.4679954e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.1906517e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1217166e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.005232768338079642, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00153249, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 1.5062827 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06583794951438904, array([0.01864001, 0.04696755, 0.04438973, 0.03860204, 0.03687808,\n",
      "       0.02041696, 0.01941296, 0.01190012, 0.0147348 , 0.0139422 ,\n",
      "       0.03990443, 0.        , 0.01515301, 0.00583133, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00583133, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00680313, 0.        ,\n",
      "       0.        , 0.00417764, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00752134, 0.04097493, 0.        ,\n",
      "       0.01261383, 0.00346034, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04223666110373689, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.44242342e-03,\n",
      "       5.00071235e-03, 2.54869834e-03, 2.21134536e-03, 4.83944360e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.80497898e-03, 3.06413695e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.49113804e-04, 0.00000000e+00,\n",
      "       6.40957151e-03, 2.44358642e-04, 2.40673665e-02, 0.00000000e+00,\n",
      "       1.88148452e-03, 0.00000000e+00, 8.03793874e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.31960595e-02, 6.51635509e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.87602083e-03,\n",
      "       3.66618321e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.48726952e-04, 1.95391430e-03, 4.10077162e-03,\n",
      "       3.42190918e-03, 9.53018013e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.28404557e-04, 2.30550440e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.14873627e-03, 0.00000000e+00, 1.69307750e-03,\n",
      "       0.00000000e+00, 3.83827998e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.31874804e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.37967440e-03, 0.00000000e+00, 1.97146484e-03,\n",
      "       0.00000000e+00, 3.92847368e-03, 1.25578949e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.60385028e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.39957250e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.09551693e-03, 0.00000000e+00, 0.00000000e+00, 2.82763643e-03,\n",
      "       4.91499854e-03, 0.00000000e+00, 2.16351752e-03, 4.81732842e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.98972109e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.63656187e-03, 1.36333667e-02,\n",
      "       5.67535462e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.10309393e-06, 1.67789496e-03, 0.00000000e+00,\n",
      "       2.92374636e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.49708560e-03, 0.00000000e+00, 0.00000000e+00, 1.88520495e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.46667110e-03,\n",
      "       0.00000000e+00, 1.40357579e-05, 6.33750064e-03, 1.71070285e-02],\n",
      "      dtype=float32), 0.008347590529974183, array([0.03809535, 0.        , 0.04664528, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0901871 , 0.        , 0.        ,\n",
      "       0.00506454, 0.        , 0.        , 0.        , 0.03369942,\n",
      "       0.        , 0.        , 0.00804633, 0.        , 0.01505187,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00211684,\n",
      "       0.        , 0.02368551, 0.        , 0.        , 0.        ,\n",
      "       0.00216844, 0.        , 0.01647474, 0.        , 0.12778541,\n",
      "       0.        , 0.        , 0.01255713, 0.00657023, 0.        ,\n",
      "       0.04918801, 0.00182271, 0.01518171, 0.00739639, 0.        ,\n",
      "       0.00228039, 0.        , 0.        , 0.        , 0.11621351,\n",
      "       0.        , 0.14118683, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02155023, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.09492002, 0.        ], dtype=float32), 0.015876248864100547, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.16084298, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 3.600649  ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.33180034160614014, array([0.19509593, 0.10674333, 0.03668958, 0.04239611, 0.17734057,\n",
      "       0.08114006, 0.09559017, 0.07517532, 0.10440967, 0.05055667,\n",
      "       0.01032706, 0.        , 0.15530348, 0.00126238, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00126238,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00555515, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00802405, 0.00487645, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03938299, 0.12909396, 0.        ], dtype=float32), 0.15646195706518154, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.3937643e-03, 0.0000000e+00, 7.9726083e-03,\n",
      "       2.0523547e-01, 0.0000000e+00, 7.4660091e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.7513867e-03, 0.0000000e+00,\n",
      "       4.7118572e-04, 0.0000000e+00, 9.3857422e-03, 1.1378680e-03,\n",
      "       4.0497826e-03, 1.1170363e-03, 6.2451836e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1613354e-02, 1.1544348e-03, 4.0008809e-02,\n",
      "       3.2841926e-04, 0.0000000e+00, 1.1773229e-01, 1.1360511e-01,\n",
      "       0.0000000e+00, 9.2028864e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.5537222e-04, 0.0000000e+00, 2.1427344e-03,\n",
      "       3.1474081e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.5419614e-01, 3.5549116e-03, 1.7555463e-01, 7.2802772e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4795094e-01, 0.0000000e+00,\n",
      "       2.9891324e-03, 6.7863453e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.9009005e-03, 0.0000000e+00, 4.0149074e-02,\n",
      "       0.0000000e+00, 1.2406666e-03, 3.1087812e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7438454e-03,\n",
      "       0.0000000e+00, 3.6259324e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.8508081e-03, 0.0000000e+00, 1.2676428e-01,\n",
      "       2.6920503e-03, 1.6355239e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.7021149e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.8336887e-02, 0.0000000e+00, 0.0000000e+00, 5.5991637e-04,\n",
      "       5.7984632e-02, 0.0000000e+00, 6.6262204e-03, 5.4152422e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9826418e-02, 8.0011655e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1877659e-03, 1.7954418e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.5472734e-03,\n",
      "       0.0000000e+00, 1.1704412e-03, 5.1572954e-04, 3.9883229e-04,\n",
      "       1.0779030e-02, 0.0000000e+00, 6.9078449e-03, 0.0000000e+00,\n",
      "       2.2834614e-03, 0.0000000e+00, 0.0000000e+00, 1.5580757e-02,\n",
      "       9.5672141e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.4895794e-03, 7.3447935e-02, 1.8071883e-03, 2.5246395e-03],\n",
      "      dtype=float32), 0.032405444512217496, array([0.11971344, 0.        , 1.8731351 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.07343666, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.12020215,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.320867  , 0.        , 0.02585408, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.09819744,\n",
      "       0.        , 0.9778979 , 0.05946939, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.03804749939374342, array([ 0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "       13.953232 ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  1.0789304,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ], dtype=float32), 0.2350052148103714, array([0.08561596, 0.09121989, 0.00969768, 0.02434122, 0.03096935,\n",
      "       0.0293426 , 0.0143974 , 0.05825141, 0.01649967, 0.00667809,\n",
      "       0.00679568, 0.        , 0.07436971, 0.        , 0.        ,\n",
      "       0.07436971, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00358743, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0054751 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.07347438535027417, array([0.        , 0.        , 0.        , 0.00091056, 0.00086986,\n",
      "       0.00233256, 0.04469243, 0.00225301, 0.        , 0.000472  ,\n",
      "       0.        , 0.        , 0.03395341, 0.        , 0.00177096,\n",
      "       0.00170273, 0.        , 0.02604596, 0.00028035, 0.00019709,\n",
      "       0.07305231, 0.        , 0.03662298, 0.00212653, 0.        ,\n",
      "       0.        , 0.02978531, 0.        , 0.01840901, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00144915, 0.        ,\n",
      "       0.        , 0.        , 0.00296793, 0.        , 0.        ,\n",
      "       0.00109104, 0.00098987, 0.        , 0.        , 0.00179012,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00106693,\n",
      "       0.00080151, 0.00658274, 0.00627019, 0.        , 0.0004071 ,\n",
      "       0.        , 0.        , 0.        , 0.00106263, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00039226,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00214059, 0.        , 0.04895365, 0.00073297,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01708153,\n",
      "       0.00023242, 0.00314375, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00403754, 0.00325069, 0.        ,\n",
      "       0.        , 0.04357235, 0.        , 0.00135686, 0.        ,\n",
      "       0.00297183, 0.        , 0.        , 0.00014072, 0.00013854,\n",
      "       0.        , 0.        , 0.0649856 , 0.01376232, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00187876, 0.        , 0.        ,\n",
      "       0.        , 0.00389002, 0.        , 0.        , 0.00456263,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00265871,\n",
      "       0.00310896, 0.09730397, 0.        ], dtype=float32), 0.00722477461327747, array([0.05895599, 0.        , 0.01238733, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00327751, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04470104,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.1041028 , 0.        , 0.1008105 , 0.        , 0.        ,\n",
      "       0.00263371, 0.        , 0.        , 0.        , 0.07748618,\n",
      "       0.        , 1.0117649 , 0.        , 0.01698003, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0126931 , 0.        ], dtype=float32), 0.015828924103787646, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.6439795, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.7744735, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.1271420270204544, array([0.10951485, 0.14986774, 0.05336987, 0.03330428, 0.02542537,\n",
      "       0.04543053, 0.03148101, 0.07660239, 0.03746105, 0.03623512,\n",
      "       0.03333864, 0.        , 0.12456259, 0.00034525, 0.00034525,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01647887, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02309338, 0.        , 0.        ,\n",
      "       0.12456259, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0162771 , 0.        , 0.        ], dtype=float32), 0.132875393166138, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.0450812e-03, 7.4827760e-02, 1.0144609e-02,\n",
      "       1.3378172e-02, 0.0000000e+00, 0.0000000e+00, 5.6112199e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.2461558e-02, 0.0000000e+00, 1.6147498e-02, 0.0000000e+00,\n",
      "       1.1073597e-01, 2.7671325e-04, 0.0000000e+00, 1.1025851e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.5493439e-02, 6.7176726e-03,\n",
      "       1.0709902e-03, 0.0000000e+00, 9.3532177e-03, 3.5809882e-02,\n",
      "       0.0000000e+00, 2.6742965e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3723380e-02, 1.1149707e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.8084186e-04, 1.4460312e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.1108148e-02, 2.6734240e-04, 2.8720044e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6133062e-02, 3.8999725e-02,\n",
      "       1.7566960e-04, 0.0000000e+00, 3.8157857e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.0394251e-03, 6.5793972e-03, 5.7902066e-03,\n",
      "       0.0000000e+00, 9.2430862e-05, 1.1898878e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9415878e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.6164149e-04, 0.0000000e+00,\n",
      "       6.9841770e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.2259572e-03, 3.5912126e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.9031144e-02, 0.0000000e+00, 0.0000000e+00, 3.7817133e-03,\n",
      "       8.3344588e-03, 1.5603837e-02, 2.3681560e-04, 2.2576272e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1879128e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4602007e-02, 2.2075674e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.9120894e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.0960272e-03,\n",
      "       8.0626532e-03, 0.0000000e+00, 1.7404005e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.9591665e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.9235824e-03,\n",
      "       2.6023381e-03, 1.9951195e-02, 3.7001058e-02, 1.3110962e-02],\n",
      "      dtype=float32), 0.011698991889488471, array([1.9776139e-02, 0.0000000e+00, 2.3745369e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.4700361e-02,\n",
      "       0.0000000e+00, 6.2132087e-03, 3.5421288e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.7548309e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7958289e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0373015e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.4477955e-04, 0.0000000e+00,\n",
      "       3.4279592e-02, 0.0000000e+00, 1.7864788e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.9572053e-02, 2.7623479e-03, 0.0000000e+00,\n",
      "       4.8103237e-01, 0.0000000e+00, 1.8036802e-01, 6.0118753e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0303068e+00, 0.0000000e+00, 7.5120294e-01,\n",
      "       1.3340604e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.1632521e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.03326613933172554, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.230302 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 7.7060194, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.6601331233978271, array([2.76678532e-01, 1.49466544e-01, 2.70024300e-01, 1.23559475e-01,\n",
      "       6.70462549e-02, 1.99441150e-01, 7.05309212e-02, 3.96541446e-01,\n",
      "       3.00821722e-01, 1.70216545e-01, 1.36289988e-02, 0.00000000e+00,\n",
      "       1.55663043e-01, 1.76602465e-04, 1.76602465e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.34141058e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.88441307e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.05968248e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 7.58756697e-02,\n",
      "       0.00000000e+00, 0.00000000e+00], dtype=float32), 0.1545713305202968, array([0.0000000e+00, 1.6092952e-02, 0.0000000e+00, 1.0709966e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1469285e-03, 1.6984103e-02,\n",
      "       8.8896424e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1063632e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.7715429e-02, 2.8848765e-02, 1.2585834e-03, 1.8671408e-03,\n",
      "       1.4972870e-01, 0.0000000e+00, 3.6168583e-03, 5.5431023e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.8796170e-02, 6.0385827e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4687015e-04,\n",
      "       1.8582709e-02, 5.8278542e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.9628675e-02, 2.8554022e-02, 1.4769527e-02,\n",
      "       1.5731198e-04, 3.5112873e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.6888631e-02, 1.3993292e-04, 4.8134480e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.5110866e-02, 0.0000000e+00, 6.4782336e-02,\n",
      "       1.1566688e-02, 1.2976259e-02, 1.0379823e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5032353e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.2902245e-04, 1.2155024e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3247889e-01, 4.2763941e-02, 3.2704237e-03,\n",
      "       0.0000000e+00, 6.1624564e-02, 2.7699482e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9924906e-03, 4.5378911e-05, 6.5235347e-02,\n",
      "       1.8948250e-02, 2.0327456e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.1926952e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4028725e-01,\n",
      "       4.8432145e-02, 1.1253646e-02, 0.0000000e+00, 1.2721264e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4906030e-02, 6.0141671e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.5095188e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.0777915e-03, 5.1099672e-03,\n",
      "       9.4783111e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.9237530e-04,\n",
      "       1.1548460e-02, 1.5940582e-03, 0.0000000e+00, 1.5973978e-02,\n",
      "       4.9940262e-02, 5.7121281e-02, 2.3576212e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.019855896572329876, array([0.02874215, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05118773, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00893835,\n",
      "       0.0040685 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00701221, 0.        , 0.16347812,\n",
      "       0.        , 0.        , 0.        , 0.02703784, 0.        ,\n",
      "       1.6300125 , 0.        , 0.06980967, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03000772,\n",
      "       0.        , 1.8588257 , 0.00855905, 0.        , 0.        ,\n",
      "       0.        , 0.00398355, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.03999405966774696, array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 9.304929, 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 1.383574, 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      ], dtype=float32), 0.32390815019607544, array([0.21082693, 0.04911461, 0.15287246, 0.06846257, 0.09650631,\n",
      "       0.10727997, 0.11594731, 0.21919946, 0.07710133, 0.06868738,\n",
      "       0.01016211, 0.        , 0.18758826, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01680203, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.16616972, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.08837676, 0.        ,\n",
      "       0.        , 0.        , 0.01016211, 0.        ], dtype=float32), 0.19057641057781996, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1495991e-02, 1.7102113e-02, 0.0000000e+00,\n",
      "       1.5681401e-01, 0.0000000e+00, 1.7963949e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.2305066e-04,\n",
      "       2.0744862e-01, 0.0000000e+00, 0.0000000e+00, 4.9510221e-03,\n",
      "       2.3895255e-01, 0.0000000e+00, 1.2954191e-02, 9.7679235e-02,\n",
      "       0.0000000e+00, 1.4447242e-01, 9.4053589e-02, 0.0000000e+00,\n",
      "       7.9206913e-04, 0.0000000e+00, 7.5944245e-02, 1.2839140e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.8192010e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.4845518e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6300102e-01, 0.0000000e+00, 2.4664867e-01, 7.6717878e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4891520e-01, 1.8760182e-02,\n",
      "       9.7443769e-03, 0.0000000e+00, 1.3897970e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.3567929e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.9082531e-03, 1.6275303e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.7282168e-02,\n",
      "       3.9946698e-02, 1.5083583e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.0044277e-02, 0.0000000e+00, 0.0000000e+00, 3.2323383e-02,\n",
      "       9.0991274e-02, 2.4819389e-04, 0.0000000e+00, 1.4760890e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.9552112e-02, 3.6098119e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3960070e-02, 5.6714889e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.1268705e-02,\n",
      "       5.9885957e-04, 0.0000000e+00, 0.0000000e+00, 3.5415881e-03,\n",
      "       9.0469830e-03, 3.9406318e-02, 1.8895093e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.02347319293766146, array([0.10978978, 0.        , 1.6308192 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.10297691,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.645547  , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.82294774, 0.04836939, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.017361758112013886, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       8.953535  , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.50862235,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.019958019256591797, array([0.08319886, 0.05682967, 0.02357962, 0.0473905 , 0.03228827,\n",
      "       0.01437039, 0.06977818, 0.05889906, 0.09019316, 0.03277794,\n",
      "       0.01235657, 0.00711573, 0.0692663 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00450796, 0.        , 0.06478735, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.012311  , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06638131316541003, array([0.        , 0.        , 0.        , 0.00552165, 0.01399518,\n",
      "       0.00097768, 0.02205101, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00840166,\n",
      "       0.01092073, 0.        , 0.01149548, 0.00019168, 0.        ,\n",
      "       0.06864405, 0.        , 0.04125749, 0.        , 0.00034819,\n",
      "       0.00089657, 0.00066022, 0.        , 0.        , 0.        ,\n",
      "       0.01138728, 0.        , 0.00077775, 0.        , 0.        ,\n",
      "       0.02181723, 0.        , 0.00203976, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01294879, 0.        , 0.00517593,\n",
      "       0.00210707, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.04279644, 0.        , 0.00749678, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0008377 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01341186, 0.        , 0.01666848, 0.        ,\n",
      "       0.00088699, 0.        , 0.        , 0.00020554, 0.        ,\n",
      "       0.        , 0.01918487, 0.        , 0.        , 0.        ,\n",
      "       0.00069005, 0.        , 0.        , 0.0003137 , 0.        ,\n",
      "       0.        , 0.        , 0.02057205, 0.        , 0.01483697,\n",
      "       0.01768038, 0.        , 0.        , 0.03123327, 0.00058382,\n",
      "       0.        , 0.        , 0.01536609, 0.        , 0.00037026,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00380404, 0.        , 0.        ,\n",
      "       0.        , 0.00402788, 0.        , 0.        , 0.00037169,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00420214,\n",
      "       0.        , 0.04554033, 0.        ], dtype=float32), 0.004656138532193019, array([0.04332529, 0.        , 0.03074101, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.25521412, 0.        , 0.        ,\n",
      "       0.00578052, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01443554, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.09660835, 0.        , 0.        , 0.00873788, 0.1443528 ,\n",
      "       0.        , 0.        , 0.        , 0.01264604, 0.        ,\n",
      "       0.5727625 , 0.        , 0.01135395, 0.        , 0.        ,\n",
      "       0.00693962, 0.        , 0.        , 0.        , 0.05480777,\n",
      "       0.        , 0.8475245 , 0.01377632, 0.00111162, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00865691,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.01260925526001624, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 2.6309383, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.3040556, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.009929254651069641, array([0.5159375 , 0.31754544, 0.19177702, 0.18491997, 0.36780435,\n",
      "       0.22991015, 0.4035775 , 0.15934408, 0.39434558, 0.2549897 ,\n",
      "       0.01953004, 0.24564   , 0.02609605, 0.20540735, 0.        ,\n",
      "       0.01788621, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.20540735, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00578186, 0.        , 0.01150612, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01861828, 0.        , 0.        ,\n",
      "       0.24564   , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01383665, 0.        ], dtype=float32), 0.31341060924236075, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.60131269e-03, 2.99716055e-01,\n",
      "       8.32609087e-03, 6.19099883e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.14832381e-02,\n",
      "       2.65508401e-03, 1.39090035e-03, 7.02733686e-03, 1.22371636e-01,\n",
      "       3.53650808e-01, 0.00000000e+00, 1.55320466e-02, 0.00000000e+00,\n",
      "       1.72152813e-03, 0.00000000e+00, 2.84850389e-01, 1.67067349e-03,\n",
      "       8.33952334e-03, 0.00000000e+00, 4.40512411e-03, 1.00485273e-02,\n",
      "       2.70417938e-03, 1.43305594e-02, 0.00000000e+00, 3.34636215e-03,\n",
      "       4.45289072e-03, 8.57852176e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.32713050e-01, 5.13491482e-02,\n",
      "       1.44118339e-01, 3.35961096e-02, 1.34144187e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.75748058e-02, 1.49206156e-02,\n",
      "       8.56890838e-05, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.23018427e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.65206099e-01, 1.84457898e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.06573878e-02, 0.00000000e+00, 0.00000000e+00, 1.03660217e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.95484239e-02, 4.11493005e-03,\n",
      "       1.43388547e-02, 3.40355473e-04, 0.00000000e+00, 2.83334646e-02,\n",
      "       5.08976402e-03, 2.99989991e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.97025120e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.50196213e-03, 0.00000000e+00, 0.00000000e+00, 1.69019088e-01,\n",
      "       7.21630221e-03, 0.00000000e+00, 1.87655387e-03, 1.21433802e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.19224852e-02, 0.00000000e+00, 5.65465838e-02, 6.93604909e-03,\n",
      "       6.54658629e-03, 0.00000000e+00, 0.00000000e+00, 1.89456139e-02,\n",
      "       0.00000000e+00, 2.54085613e-03, 0.00000000e+00, 1.01803686e-03,\n",
      "       1.14522621e-01, 0.00000000e+00, 1.02218976e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 7.74220936e-03,\n",
      "       1.06740505e-01, 5.76684251e-03, 0.00000000e+00, 2.42588157e-03,\n",
      "       0.00000000e+00, 3.11661069e-03, 7.68518001e-02, 5.23281144e-03],\n",
      "      dtype=float32), 0.026999189311572903, array([0.        , 0.        , 0.15906732, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.39744875, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 1.0186557 , 0.        ,\n",
      "       0.06453865, 0.02777305, 0.        , 0.09991486, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.08989061, 0.        , 0.        , 0.        , 0.21282217,\n",
      "       0.        , 0.        , 0.00361419, 0.        , 0.        ,\n",
      "       0.5535148 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04015059, 0.        , 0.        , 0.        , 0.33460787,\n",
      "       0.        , 1.2270262 , 0.        , 0.1447566 , 0.        ,\n",
      "       0.        , 0.07942502, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06235778, 0.        ], dtype=float32), 0.03259440077682256, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.6024704, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.968311 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.04881308972835541, array([0.01830901, 0.03258734, 0.02269108, 0.03672781, 0.03118217,\n",
      "       0.03177875, 0.0577426 , 0.03544378, 0.04290662, 0.02351764,\n",
      "       0.02491446, 0.        , 0.04963887, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00065853, 0.01798122, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0162097 , 0.        , 0.        ,\n",
      "       0.0035368 , 0.05025944, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00372062], dtype=float32), 0.055642779775502735, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.9023764e-03, 6.4680964e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1958473e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0537482e-04, 0.0000000e+00, 3.4477166e-03, 0.0000000e+00,\n",
      "       1.6388264e-03, 0.0000000e+00, 1.8677335e-02, 1.3193602e-02,\n",
      "       1.0861055e-02, 0.0000000e+00, 0.0000000e+00, 2.5083288e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3111602e-03, 1.4380740e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8218694e-02, 2.5276249e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.3790791e-03, 9.7158980e-03, 0.0000000e+00, 1.7774121e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1782819e-02, 8.1156036e-03, 2.4937703e-03, 1.8888795e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.2215510e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4616266e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.3257081e-04, 1.7534732e-03,\n",
      "       0.0000000e+00, 6.5547309e-04, 5.6707058e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.5019905e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.4220233e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.4426384e-03, 0.0000000e+00,\n",
      "       8.6396077e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.4031493e-03, 1.3680607e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.1995384e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.1398582e-03, 0.0000000e+00, 0.0000000e+00, 6.6271033e-03,\n",
      "       1.9305467e-03, 0.0000000e+00, 0.0000000e+00, 1.4363299e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.8507560e-04, 9.6423840e-03,\n",
      "       1.7266198e-03, 0.0000000e+00, 0.0000000e+00, 3.1872881e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.9675874e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.5719633e-04, 0.0000000e+00, 4.3138508e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0863688e-02,\n",
      "       1.4087041e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.7459775e-06, 2.9064887e-03, 5.9281909e-03, 1.4456562e-03],\n",
      "      dtype=float32), 0.010394036021710743, array([1.04577631e-01, 0.00000000e+00, 2.09924906e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.38707876e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.64664742e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.38075983e-02, 5.97052462e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.45622162e-03, 0.00000000e+00, 1.70715600e-02,\n",
      "       0.00000000e+00, 2.29018629e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.12191185e-01, 0.00000000e+00,\n",
      "       1.13169877e-02, 1.06334293e-04, 1.09710202e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.39985779e-02, 0.00000000e+00,\n",
      "       5.17316312e-02, 1.12051666e-01, 5.42408265e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.78720839e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.34268746e-01, 0.00000000e+00, 1.31372018e-02,\n",
      "       9.99815017e-03, 2.85003483e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 7.05507770e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.02027082e-02, 0.00000000e+00],\n",
      "      dtype=float32), 0.014103876496455224, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04473197, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 4.9254    ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.290793776512146, array([0.00714626, 0.01300268, 0.03281555, 0.01232741, 0.00561108,\n",
      "       0.00275174, 0.04670088, 0.00621258, 0.02955911, 0.00569981,\n",
      "       0.00276647, 0.00096164, 0.0129477 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01097592, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00315968, 0.00569323, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00276647, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.013286328862980147, array([0.00000000e+00, 1.07630724e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.18065584e-03, 0.00000000e+00, 3.35042528e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.07033681e-05,\n",
      "       5.86886250e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.96225203e-04, 5.69156557e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.65754035e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.44367235e-03, 8.83369008e-04, 1.91878211e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.72990412e-03,\n",
      "       0.00000000e+00, 1.89205147e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.16508508e-02, 1.84314128e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.61167365e-02, 9.90899466e-03,\n",
      "       8.28714017e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.11336224e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.16310448e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.42073297e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.59702744e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.37148692e-04, 0.00000000e+00,\n",
      "       2.65040871e-04, 3.12574767e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.08251665e-02, 1.62270953e-04, 0.00000000e+00, 7.62376061e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.87801328e-02,\n",
      "       7.49731786e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.38365669e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.56615854e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.58216134e-02, 4.09852853e-03, 2.66106124e-03, 0.00000000e+00],\n",
      "      dtype=float32), 0.0029027884084358332, array([0.06464868, 0.        , 0.20623004, 0.        , 0.        ,\n",
      "       0.0116559 , 0.        , 0.14811777, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01353226,\n",
      "       0.        , 0.00640994, 0.        , 0.        , 0.01156295,\n",
      "       0.        , 0.09113086, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01084706, 0.06682056, 0.05542712,\n",
      "       0.        , 0.        , 0.20045923, 0.        , 0.        ,\n",
      "       0.09253308, 0.0272224 , 0.08339851, 0.        , 0.        ,\n",
      "       0.00854924, 0.        , 0.        , 0.        , 0.11884434,\n",
      "       0.        , 0.        , 0.08008552, 0.26063445, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.008706127245664858, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01311892, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 4.3944488 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.4092346429824829, array([0.30685785, 0.23876043, 0.03927076, 0.11853684, 0.05047918,\n",
      "       0.06498417, 0.22559944, 0.17016333, 0.26804435, 0.03707039,\n",
      "       0.15505023, 0.        , 0.14274524, 0.00091832, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.14279568, 0.        ,\n",
      "       0.00180745, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.15712884, 0.00327779], dtype=float32), 0.21168089622912373, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.39370235e-03, 1.41297858e-02, 1.08651933e-03,\n",
      "       2.09529437e-02, 0.00000000e+00, 1.91039813e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.74416899e-04, 0.00000000e+00,\n",
      "       8.82161112e-05, 0.00000000e+00, 5.69483731e-03, 5.37403801e-04,\n",
      "       1.44921646e-01, 0.00000000e+00, 1.16418622e-01, 1.05507358e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.17501959e-02, 0.00000000e+00,\n",
      "       2.33413954e-03, 0.00000000e+00, 0.00000000e+00, 3.65675278e-02,\n",
      "       0.00000000e+00, 2.65939534e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.22206159e-01, 4.36152215e-04, 0.00000000e+00, 4.15370741e-04,\n",
      "       6.36911369e-04, 1.06533298e-04, 5.20946160e-05, 5.97189239e-04,\n",
      "       3.55932117e-01, 2.95276695e-04, 4.58595343e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.76391241e-02,\n",
      "       1.89581383e-02, 1.01071028e-02, 1.50778185e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.45996169e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.80304649e-03, 1.07430584e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.02280654e-01, 0.00000000e+00, 2.16319738e-03,\n",
      "       0.00000000e+00, 2.94853970e-02, 2.40121415e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.91852630e-04, 0.00000000e+00,\n",
      "       4.99136467e-03, 1.43966579e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.63990003e-03, 0.00000000e+00, 3.51586874e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.88013390e-02,\n",
      "       1.25058675e-02, 0.00000000e+00, 0.00000000e+00, 6.32270094e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.18336934e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.12962715e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.34208583e-05, 4.80466580e-04,\n",
      "       4.31154564e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.20475183e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.03806311e-01, 3.12121511e-01, 1.98154867e-01, 5.18705808e-02],\n",
      "      dtype=float32), 0.03620039950622103, array([0.        , 0.        , 0.78405565, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.04407181, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.67519337, 0.        , 0.06116205, 0.00616692, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.02594276,\n",
      "       0.        , 2.328643  , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.0172075532937717, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.7139759, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.7294084, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.40104565024375916, array([0.09787927, 0.03862089, 0.06691473, 0.02484682, 0.0250231 ,\n",
      "       0.05350825, 0.02835006, 0.09265672, 0.05029911, 0.03474376,\n",
      "       0.00393027, 0.        , 0.08064833, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0782496 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00195881, 0.01159173, 0.        , 0.        , 0.00126699,\n",
      "       0.        , 0.        , 0.00282882, 0.        , 0.        ,\n",
      "       0.02146637, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08056524259590891, array([0.0000000e+00, 6.2637748e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.5507518e-03, 2.5931500e-02, 1.0898630e-02, 3.0641148e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.6887621e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.3093753e-03, 0.0000000e+00,\n",
      "       1.4840226e-01, 0.0000000e+00, 5.8392719e-03, 1.9401796e-04,\n",
      "       2.4703529e-03, 0.0000000e+00, 4.3344848e-02, 0.0000000e+00,\n",
      "       1.0879603e-02, 0.0000000e+00, 1.5968643e-03, 4.5097196e-03,\n",
      "       0.0000000e+00, 1.2176562e-02, 0.0000000e+00, 9.2901727e-03,\n",
      "       8.7129800e-03, 2.6930312e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.2490160e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.9731157e-03, 1.0945316e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2717315e-03, 2.1558469e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.5507059e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5273242e-03,\n",
      "       0.0000000e+00, 7.0478139e-04, 2.9087025e-03, 0.0000000e+00,\n",
      "       1.2157691e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.1498306e-03, 6.4545060e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.2263099e-05,\n",
      "       4.1718534e-03, 0.0000000e+00, 0.0000000e+00, 2.6786527e-02,\n",
      "       3.0853320e-03, 0.0000000e+00, 0.0000000e+00, 5.9139342e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.1173182e-02, 1.2894037e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7110483e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.4315025e-04, 0.0000000e+00,\n",
      "       1.3967052e-03, 0.0000000e+00, 3.2430149e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.3470929e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3019332e-03,\n",
      "       0.0000000e+00, 6.5065746e-04, 1.4907378e-01, 2.2457724e-03],\n",
      "      dtype=float32), 0.01032436606840742, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.11619907, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02240316, 0.00352209, 0.00453863, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.21950974, 0.        , 0.        , 0.10935574, 0.25537676,\n",
      "       0.        , 0.        , 0.        , 0.02849548, 0.        ,\n",
      "       0.28199843, 0.        , 0.05409786, 0.00571674, 0.        ,\n",
      "       0.0288331 , 0.        , 0.        , 0.        , 0.01261951,\n",
      "       0.        , 0.32477382, 0.        , 0.07405761, 0.        ,\n",
      "       0.        , 0.04382741, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.010573308535341707, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.24579695, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 2.3802454 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.19520311057567596, array([0.01803021, 0.02556963, 0.03528015, 0.01403792, 0.01382754,\n",
      "       0.01540144, 0.01863649, 0.0123742 , 0.01664018, 0.00695165,\n",
      "       0.02149142, 0.        , 0.00964167, 0.        , 0.        ,\n",
      "       0.        , 0.00944458, 0.00059177, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00096933,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00263037, 0.00204624, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0215045 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.022198361186938825, array([0.00000000e+00, 4.34994921e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.81184030e-03, 8.45880772e-04, 0.00000000e+00, 7.49989238e-04,\n",
      "       5.34969033e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.82048434e-03,\n",
      "       8.47646006e-05, 0.00000000e+00, 4.54847421e-03, 0.00000000e+00,\n",
      "       4.73610461e-02, 5.06757933e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.02370977e-02, 0.00000000e+00,\n",
      "       2.99797375e-02, 0.00000000e+00, 2.93747522e-03, 4.63916594e-03,\n",
      "       0.00000000e+00, 1.20314099e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.12777434e-04, 1.21355569e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.35970635e-02,\n",
      "       2.79988907e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.05648178e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.41284448e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.30048216e-04, 0.00000000e+00, 3.98648763e-03,\n",
      "       0.00000000e+00, 2.07097363e-03, 1.58782364e-04, 0.00000000e+00,\n",
      "       2.45666448e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.33778533e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.81724397e-03, 0.00000000e+00, 0.00000000e+00, 2.10174769e-02,\n",
      "       4.95977234e-03, 0.00000000e+00, 0.00000000e+00, 1.88089740e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.12161544e-03, 6.14382559e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.35092040e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.30373314e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.92160059e-03, 0.00000000e+00,\n",
      "       1.87173765e-02, 0.00000000e+00, 0.00000000e+00, 3.37537751e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.44475605e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.44599676e-02, 3.27950832e-03],\n",
      "      dtype=float32), 0.003883555109452947, array([0.0000000e+00, 5.3579256e-02, 7.8850500e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.8867110e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.2435365e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5493370e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.7521686e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.3738648e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.0345257e-01, 0.0000000e+00, 2.1835165e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.012112417790492666, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.5422202, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.5441042, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.313891738653183, array([0.16279271, 0.09220586, 0.11436711, 0.05574642, 0.14141963,\n",
      "       0.12602013, 0.04283848, 0.17415753, 0.1233327 , 0.08502621,\n",
      "       0.00188386, 0.        , 0.139668  , 0.        , 0.        ,\n",
      "       0.1297396 , 0.01515507, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00612289,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02599146, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00045553, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03402368, 0.0108307 , 0.00965853], dtype=float32), 0.13958979154976733, array([0.00000000e+00, 9.64108761e-03, 9.69315370e-05, 0.00000000e+00,\n",
      "       1.95674561e-02, 3.84640531e-03, 3.65230348e-03, 8.22677626e-04,\n",
      "       9.86709166e-03, 3.88111570e-04, 3.55261192e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.31533863e-02, 0.00000000e+00, 1.59139629e-03, 1.04240736e-03,\n",
      "       2.10170537e-01, 3.13258432e-02, 4.49939817e-02, 2.97144800e-03,\n",
      "       1.67892817e-02, 1.99392084e-02, 6.08216561e-02, 3.28189991e-02,\n",
      "       1.22721409e-02, 0.00000000e+00, 5.35639888e-03, 3.08032893e-03,\n",
      "       0.00000000e+00, 8.27919878e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.08119957e-02, 1.70990899e-01, 1.35882769e-03, 4.77339886e-03,\n",
      "       0.00000000e+00, 4.47979011e-03, 0.00000000e+00, 1.00102462e-02,\n",
      "       5.17546125e-02, 6.10058196e-04, 8.31540748e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.93772919e-03, 6.17495272e-03, 1.30761601e-03,\n",
      "       2.72790343e-03, 5.08601894e-04, 2.56782584e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.27101273e-04, 8.41068476e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.09212758e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.21701963e-03, 0.00000000e+00, 1.25867780e-03,\n",
      "       8.94553587e-03, 1.29367679e-03, 2.93823145e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.87124635e-05,\n",
      "       1.08940415e-02, 0.00000000e+00, 0.00000000e+00, 1.90347526e-02,\n",
      "       1.77220162e-03, 1.06303198e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.14279401e-02,\n",
      "       2.56011332e-03, 0.00000000e+00, 0.00000000e+00, 2.25452796e-01,\n",
      "       3.92061425e-03, 0.00000000e+00, 0.00000000e+00, 3.81734222e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.64607091e-03, 8.31834134e-03,\n",
      "       1.27093296e-03, 0.00000000e+00, 8.50459635e-02, 1.43151672e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.63508800e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.74538093e-03, 0.00000000e+00, 1.81328063e-03, 0.00000000e+00,\n",
      "       8.68809316e-03, 0.00000000e+00, 0.00000000e+00, 5.24685765e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.08951084e-03,\n",
      "       8.22913926e-03, 2.16841092e-03, 1.68866798e-01, 2.26252875e-03],\n",
      "      dtype=float32), 0.0196656896762587, array([0.        , 0.        , 0.4239156 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.12198581, 0.        , 0.03669293,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.1555977 ,\n",
      "       0.        , 0.        , 0.08870058, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.21117976, 0.        , 0.03689703, 0.02106253, 0.31142637,\n",
      "       0.        , 0.        , 0.        , 0.04376657, 0.        ,\n",
      "       0.37521246, 0.        , 0.18445784, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.10024265,\n",
      "       0.        , 0.19203182, 0.        , 0.        , 0.        ,\n",
      "       0.00407848, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.03969150668293251, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.8008822, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.7767823, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.393221378326416, array([0.0603751 , 0.07476634, 0.07071945, 0.15312615, 0.12038767,\n",
      "       0.01952083, 0.12609006, 0.05528703, 0.11681828, 0.03010884,\n",
      "       0.04717148, 0.        , 0.06431923, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.06260966, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00353507, 0.        , 0.00218586, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00816891, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04717148, 0.        ], dtype=float32), 0.0797628484256632, array([0.0000000e+00, 8.3571358e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.9221994e-04, 0.0000000e+00,\n",
      "       1.2424671e-03, 0.0000000e+00, 3.9542858e-02, 0.0000000e+00,\n",
      "       1.6329231e-03, 0.0000000e+00, 0.0000000e+00, 7.0388049e-02,\n",
      "       3.5333358e-02, 0.0000000e+00, 5.0278134e-03, 0.0000000e+00,\n",
      "       6.1604463e-02, 0.0000000e+00, 6.9400743e-02, 1.0478554e-02,\n",
      "       1.7679989e-03, 0.0000000e+00, 3.6080543e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.7405840e-03,\n",
      "       0.0000000e+00, 4.3847341e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.3967026e-02, 2.0466041e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.5879640e-02, 5.7461220e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0710515e-03,\n",
      "       0.0000000e+00, 5.6150457e-04, 1.4202513e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.9237052e-06,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9798221e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.1703576e-03,\n",
      "       0.0000000e+00, 7.7701273e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9962156e-02, 0.0000000e+00, 0.0000000e+00, 3.9104078e-02,\n",
      "       0.0000000e+00, 1.6133251e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5541899e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.8129757e-04, 3.4504498e-03, 0.0000000e+00, 3.1627945e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.8138877e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.4582123e-02, 7.1339734e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.2470579e-03, 0.0000000e+00,\n",
      "       2.9833519e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6082684e-02,\n",
      "       1.6708230e-03, 7.6339804e-02, 4.8364453e-02, 4.0071472e-04],\n",
      "      dtype=float32), 0.007528493002457104, array([0.01414626, 0.        , 0.5099083 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.26897693, 0.        , 0.0487896 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00167729, 0.10071757,\n",
      "       0.        , 0.        , 0.012589  , 0.        , 0.        ,\n",
      "       0.6940376 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00961701, 0.        , 0.        , 0.        , 0.02513444,\n",
      "       0.        , 0.46330926, 0.01029041, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03614976, 0.        ], dtype=float32), 0.002342978916359966, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04644549, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 2.0213866 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.1337616890668869, array([0.32062483, 0.13394737, 0.08158986, 0.20892029, 0.16787912,\n",
      "       0.17652124, 0.2159696 , 0.10931219, 0.2081896 , 0.21524414,\n",
      "       0.        , 0.00078464, 0.1711317 , 0.05856213, 0.        ,\n",
      "       0.05428365, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0401198 , 0.        ,\n",
      "       0.        , 0.17193493, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00511379, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00991052, 0.02068521, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.18528706292181074, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.39543163e-02, 3.38820219e-02, 2.21426487e-02, 3.90027487e-03,\n",
      "       1.87985157e-03, 4.78026234e-02, 3.20308632e-03, 2.27024080e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.29868607e-02, 4.63722768e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.22876761e-03, 7.53498636e-03,\n",
      "       3.43777835e-01, 9.39966366e-03, 5.11332510e-05, 0.00000000e+00,\n",
      "       9.04053159e-05, 4.50579263e-02, 7.32233599e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.03596494e-01, 1.09713776e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.43808529e-01, 0.00000000e+00, 2.13997122e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.43902333e-04, 0.00000000e+00,\n",
      "       1.04181655e-02, 7.94077143e-02, 1.63420551e-02, 1.47571312e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.31590045e-03, 1.70939211e-02,\n",
      "       4.74957861e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.05573423e-01, 2.08409559e-02, 0.00000000e+00,\n",
      "       1.93802093e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.51906244e-03, 4.10083085e-02, 0.00000000e+00, 1.49342250e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.04021412e-02, 4.96456912e-03,\n",
      "       3.77943069e-02, 0.00000000e+00, 2.53709275e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.70464879e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.71920784e-04, 0.00000000e+00, 1.50169712e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.11986794e-01,\n",
      "       6.68241531e-02, 0.00000000e+00, 0.00000000e+00, 1.38016686e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.00031388e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.21024519e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.43053457e-02,\n",
      "       0.00000000e+00, 2.49172375e-02, 1.36580877e-02, 0.00000000e+00,\n",
      "       7.82960735e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.06926108e-06,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.59064078e-01, 1.41500059e-05],\n",
      "      dtype=float32), 0.012742180440650747, array([2.4635240e-03, 0.0000000e+00, 8.8834360e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5675163e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.2255613e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5474440e-03,\n",
      "       4.2428230e-03, 0.0000000e+00, 0.0000000e+00, 3.6704796e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.3120403e-03, 8.1105851e-02, 3.5724638e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.4825839e-02, 0.0000000e+00,\n",
      "       3.1139204e-01, 1.2548874e-02, 1.1748532e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.5548108e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.6090496e-01, 0.0000000e+00, 3.3969123e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7739262e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.04144134812861566, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       4.649999  , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.79314464,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.2604011595249176, array([0.04687617, 0.02773074, 0.14999294, 0.0965102 , 0.20203826,\n",
      "       0.14085525, 0.06487028, 0.13181728, 0.04434716, 0.07494488,\n",
      "       0.06805609, 0.        , 0.10610115, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.10311943, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00491898, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02225462, 0.0640188 , 0.01679973,\n",
      "       0.        , 0.00055819, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.13365996057593674, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.41372178e-02,\n",
      "       5.71941771e-02, 4.90864972e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.70164977e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.01121899e-04, 1.12616895e-02,\n",
      "       7.72331186e-05, 0.00000000e+00, 1.29189938e-02, 1.07696909e-03,\n",
      "       2.26454660e-01, 1.31098554e-04, 1.40913175e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.72811922e-03, 0.00000000e+00,\n",
      "       2.62368377e-02, 0.00000000e+00, 1.15980297e-01, 1.56884431e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.89267239e-02, 0.00000000e+00, 8.13460071e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.87917205e-03, 1.93686120e-03, 6.17031837e-05, 7.53117949e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08453026e-02, 0.00000000e+00,\n",
      "       2.64781583e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.03117375e-03, 4.65774283e-05, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.34333545e-02, 0.00000000e+00, 0.00000000e+00, 4.75047110e-03,\n",
      "       0.00000000e+00, 1.75483730e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.04119359e-02, 0.00000000e+00, 8.50884646e-07,\n",
      "       0.00000000e+00, 1.13187777e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.81761582e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.76145360e-01,\n",
      "       3.04868761e-02, 3.56755815e-02, 0.00000000e+00, 4.85305674e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.36318049e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.34592019e-02, 2.25040019e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.71464303e-05, 0.00000000e+00,\n",
      "       8.37781874e-04, 0.00000000e+00, 0.00000000e+00, 6.00848608e-02,\n",
      "       0.00000000e+00, 4.08626784e-06, 0.00000000e+00, 5.13055921e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.93664232e-02, 0.00000000e+00],\n",
      "      dtype=float32), 0.01931716696405979, array([1.41327595e-02, 0.00000000e+00, 1.01780705e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.32234359e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.01964027e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.83959049e-01, 0.00000000e+00,\n",
      "       1.11425365e-03, 9.97446384e-03, 3.26564997e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.43618668e-03, 0.00000000e+00,\n",
      "       1.85704184e+00, 0.00000000e+00, 5.20542786e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.90802038e-01, 0.00000000e+00, 1.80754828e+00,\n",
      "       3.14325513e-03, 2.80923657e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
      "      dtype=float32), 0.04663936043201676, array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 7.50429 , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 2.021682, 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      ], dtype=float32), 0.543677031993866, array([0.04935132, 0.0616134 , 0.07122912, 0.07818533, 0.05707333,\n",
      "       0.07092386, 0.0910759 , 0.0323321 , 0.09885049, 0.02521947,\n",
      "       0.07691528, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01007234, 0.0366896 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06781638, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.07691527889163992, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.1246633e-03,\n",
      "       8.9211147e-03, 1.8015078e-03, 0.0000000e+00, 2.3050082e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0737191e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7179679e-02, 3.0846536e-02,\n",
      "       6.0172793e-03, 0.0000000e+00, 9.9852122e-03, 1.1284704e-03,\n",
      "       1.2915034e-02, 8.2301121e-04, 3.9509154e-04, 9.0731232e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.7609009e-04, 6.2494455e-03,\n",
      "       7.2502167e-05, 0.0000000e+00, 6.6031604e-03, 1.3295555e-02,\n",
      "       0.0000000e+00, 2.9822996e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3878494e-02, 0.0000000e+00, 0.0000000e+00, 2.6880112e-03,\n",
      "       4.7062980e-03, 1.1352818e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.8602576e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.5067990e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8009241e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.0320650e-02, 1.3608253e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.4789288e-04,\n",
      "       1.2152619e-02, 0.0000000e+00, 1.3707320e-03, 5.7815324e-04,\n",
      "       0.0000000e+00, 3.7206501e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.1331171e-03,\n",
      "       4.5769447e-03, 1.6834477e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.5812994e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0010906e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.1267589e-03, 0.0000000e+00, 2.5606694e-04, 5.7430614e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0720559e-03, 1.5866460e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4873770e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.9624666e-03,\n",
      "       0.0000000e+00, 2.1248749e-02, 0.0000000e+00, 2.0324392e-03,\n",
      "       1.7134486e-02, 0.0000000e+00, 9.5767239e-03, 0.0000000e+00,\n",
      "       3.7895750e-02, 0.0000000e+00, 0.0000000e+00, 1.5696624e-02,\n",
      "       7.0633294e-05, 0.0000000e+00, 0.0000000e+00, 1.0971094e-03,\n",
      "       2.5342669e-02, 8.8979928e-03, 5.0098072e-03, 5.7509174e-03],\n",
      "      dtype=float32), 0.0059091137578293615, array([0.0146961 , 0.1576675 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.07013162, 0.        , 0.08214696,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.11814904, 0.1265963 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03829151, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.07679808,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.06599516, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.14166838, 0.        , 0.        , 0.        , 0.03115302,\n",
      "       0.        , 0.06910715, 0.10783149, 0.09145403, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03731669, 0.        ], dtype=float32), 0.005538899462526776, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.05220911, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 3.9523315 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08150580525398254, array([0.41569096, 0.27324173, 0.55468124, 0.29299602, 0.23125544,\n",
      "       0.2421112 , 0.11076736, 0.8326471 , 0.51002973, 0.18950097,\n",
      "       0.01863787, 0.        , 0.2630147 , 0.04156296, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.2629331 , 0.        ,\n",
      "       0.00336564, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01862576, 0.        , 0.00283845,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03473867], dtype=float32), 0.26951673756502004, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00034014, 0.02522599, 0.02297057, 0.03291899, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.06104612, 0.15554725, 0.00454909, 0.00488023,\n",
      "       0.21644469, 0.        , 0.04660653, 0.00807778, 0.        ,\n",
      "       0.        , 0.10029124, 0.00594507, 0.00304356, 0.        ,\n",
      "       0.00111252, 0.        , 0.        , 0.02743988, 0.        ,\n",
      "       0.        , 0.        , 0.00414538, 0.        , 0.02763978,\n",
      "       0.00127945, 0.00125818, 0.        , 0.00965891, 0.05218376,\n",
      "       0.00118122, 0.06234092, 0.        , 0.        , 0.01989547,\n",
      "       0.00457365, 0.22927919, 0.00163277, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.001087  , 0.        , 0.        ,\n",
      "       0.        , 0.05756817, 0.04980019, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.2779564 ,\n",
      "       0.        , 0.        , 0.        , 0.09769003, 0.01083011,\n",
      "       0.        , 0.        , 0.        , 0.01205777, 0.08973425,\n",
      "       0.00411548, 0.00907675, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02191854, 0.09009942, 0.        ,\n",
      "       0.        , 0.20163201, 0.1716246 , 0.        , 0.        ,\n",
      "       0.0046633 , 0.        , 0.        , 0.        , 0.02948467,\n",
      "       0.        , 0.        , 0.26180092, 0.00924294, 0.        ,\n",
      "       0.        , 0.        , 0.00243002, 0.        , 0.        ,\n",
      "       0.0148836 , 0.00067542, 0.00633109, 0.        , 0.00164551,\n",
      "       0.        , 0.0020218 , 0.        , 0.        , 0.01142835,\n",
      "       0.        , 0.        , 0.        , 0.01853634, 0.02315837,\n",
      "       0.01671985, 0.3380411 , 0.00428618], dtype=float32), 0.03349171180181408, array([3.8174588e-02, 0.0000000e+00, 4.3695949e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3047926e-02,\n",
      "       0.0000000e+00, 1.5441914e-02, 0.0000000e+00, 7.8525292e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.0069380e-03, 1.7758090e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.0834079e-03, 0.0000000e+00,\n",
      "       5.9199274e-02, 0.0000000e+00, 3.1328436e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7912388e-02, 0.0000000e+00,\n",
      "       6.0178757e+00, 8.7341201e-04, 2.7877137e-02, 9.6310752e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7770049e-01, 0.0000000e+00, 3.1339843e+00,\n",
      "       0.0000000e+00, 2.2255336e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4339904e-02, 0.0000000e+00, 0.0000000e+00, 2.5281115e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.8083409e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.09457713109999225, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 20.248293,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  2.068121,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.8814814686775208, array([0.1593306 , 0.18832326, 0.15669654, 0.01759848, 0.12601258,\n",
      "       0.08252444, 0.15701032, 0.21094678, 0.0260709 , 0.04781464,\n",
      "       0.02282465, 0.        , 0.13148294, 0.01749572, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.1336118 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00276032, 0.00113531, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00136408, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02128434, 0.        , 0.        ], dtype=float32), 0.1320866792301199, array([0.00000000e+00, 2.86644237e-04, 0.00000000e+00, 1.34541915e-04,\n",
      "       0.00000000e+00, 5.88066003e-04, 5.81785180e-02, 9.68169514e-03,\n",
      "       1.58450045e-02, 8.94523051e-04, 0.00000000e+00, 1.94431248e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.78995503e-04, 2.00081326e-04,\n",
      "       1.85388625e-02, 0.00000000e+00, 3.05689760e-02, 1.55285606e-03,\n",
      "       1.04434587e-01, 0.00000000e+00, 1.66037921e-02, 1.26212646e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.53691101e-02, 6.95119333e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.09802196e-02, 3.07239592e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.67014471e-03, 1.00227669e-02, 0.00000000e+00, 2.95840728e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.88295057e-02,\n",
      "       2.69532669e-02, 7.20893685e-03, 4.04898543e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.56959142e-02, 4.29313369e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.44502462e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.03604263e-02, 3.48185014e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.33562573e-03, 0.00000000e+00, 1.04065659e-03,\n",
      "       0.00000000e+00, 8.68713832e-04, 3.47535289e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.71148402e-04, 6.61342358e-03, 0.00000000e+00,\n",
      "       1.20509556e-02, 3.58737484e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.27063985e-02, 0.00000000e+00, 0.00000000e+00, 4.82307933e-02,\n",
      "       4.43045199e-02, 1.02611061e-03, 0.00000000e+00, 2.69256928e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.74942946e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.19649015e-01, 4.17994261e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.48201473e-02,\n",
      "       0.00000000e+00, 1.68368255e-03, 4.61954856e-03, 1.77023734e-03,\n",
      "       1.52834749e-03, 0.00000000e+00, 2.04165187e-02, 0.00000000e+00,\n",
      "       1.34092970e-02, 0.00000000e+00, 0.00000000e+00, 1.46347824e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.92063677e-03,\n",
      "       9.32447263e-04, 8.02166946e-03, 1.37451008e-01, 1.09195616e-02],\n",
      "      dtype=float32), 0.015488375067958714, array([0.01287984, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01898874, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.035795  ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.0108236 , 0.        , 0.01501675, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.79007393,\n",
      "       0.        , 1.8916204 , 0.01027755, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.07205311843358052, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 6.469605 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.6356122, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.3764682710170746, array([0.02885206, 0.09633822, 0.01650299, 0.06387822, 0.03746755,\n",
      "       0.04184986, 0.04437289, 0.02118091, 0.04506566, 0.02528819,\n",
      "       0.05643524, 0.        , 0.01543271, 0.        , 0.        ,\n",
      "       0.        , 0.01130082, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01375166, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01051541, 0.04994987, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01182172, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05919773999862589, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.65044766e-03, 2.78864917e-03, 1.84358261e-03, 0.00000000e+00,\n",
      "       3.48524540e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.11395066e-04, 0.00000000e+00, 2.92079449e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.44135100e-03, 0.00000000e+00,\n",
      "       2.92940270e-02, 0.00000000e+00, 5.03507501e-04, 2.66280927e-04,\n",
      "       4.22505662e-03, 1.06541696e-03, 4.67874296e-03, 0.00000000e+00,\n",
      "       5.40543022e-03, 0.00000000e+00, 5.82347275e-04, 2.97019561e-03,\n",
      "       0.00000000e+00, 3.05837318e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.25460418e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.11809983e-03, 0.00000000e+00, 0.00000000e+00, 4.23023151e-03,\n",
      "       2.88239215e-03, 9.74512019e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.96532826e-04, 0.00000000e+00,\n",
      "       2.11007660e-03, 2.64038215e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.22633351e-02, 5.29547242e-06, 3.58179968e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.83931275e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.15681635e-03, 0.00000000e+00, 3.65256012e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.85499450e-03, 0.00000000e+00,\n",
      "       8.43126234e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.92697606e-04, 1.20312618e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.03529505e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.92941893e-04, 0.00000000e+00, 0.00000000e+00, 1.78180709e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.53568825e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.13778841e-03,\n",
      "       1.76995745e-04, 0.00000000e+00, 1.31743588e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.53037816e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.65750015e-03, 5.97008551e-03,\n",
      "       2.05060299e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.30435674e-03, 0.00000000e+00, 0.00000000e+00, 1.70337353e-02,\n",
      "       6.20081710e-06, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.58358195e-02, 0.00000000e+00, 2.48286184e-02, 1.34489703e-04],\n",
      "      dtype=float32), 0.004272927499816028, array([0.08416545, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02193138, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00461675, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.11823768, 0.07546508,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02358853, 0.        , 0.06226708, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.13420166,\n",
      "       0.        , 0.07820063, 0.03144751, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01536341, 0.        ], dtype=float32), 0.01608023309739207, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.05280048, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 4.5686135 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.3098944127559662, array([0.06475048, 0.0239982 , 0.01405601, 0.01970147, 0.01177552,\n",
      "       0.02172995, 0.03254819, 0.01861433, 0.03415607, 0.02704735,\n",
      "       0.00977603, 0.00344532, 0.01204208, 0.02008541, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02008541, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01204208, 0.0013918 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00977603, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00299097], dtype=float32), 0.026409395173483854, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.5280242e-04,\n",
      "       4.7035157e-03, 0.0000000e+00, 3.9087231e-03, 1.5101005e-02,\n",
      "       0.0000000e+00, 4.8645790e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4348656e-03, 0.0000000e+00, 1.1635617e-03, 2.9459272e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.4359424e-04, 0.0000000e+00,\n",
      "       1.0078862e-01, 0.0000000e+00, 8.5167717e-03, 8.6437259e-04,\n",
      "       1.8485094e-03, 5.6916935e-04, 4.1854728e-02, 3.7772453e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0190403e-02, 6.3621132e-03,\n",
      "       0.0000000e+00, 2.0735688e-03, 0.0000000e+00, 7.7172541e-03,\n",
      "       1.4342277e-02, 1.7373713e-02, 0.0000000e+00, 9.4119733e-04,\n",
      "       1.2760263e-02, 4.6126035e-04, 9.6552512e-03, 1.3480982e-02,\n",
      "       1.0102160e-02, 1.7221002e-02, 2.1688431e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.2148370e-03, 4.5926673e-03, 2.3342101e-03,\n",
      "       2.1795032e-03, 0.0000000e+00, 3.6959921e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.3193363e-03, 2.8054451e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.5251867e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6981199e-05, 6.5169594e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3451231e-02, 0.0000000e+00, 3.6324644e-05,\n",
      "       0.0000000e+00, 3.0103902e-04, 3.9496567e-02, 0.0000000e+00,\n",
      "       1.2220849e-03, 0.0000000e+00, 5.2919489e-04, 4.8468879e-04,\n",
      "       0.0000000e+00, 5.3196261e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.5865159e-03, 0.0000000e+00, 1.9593122e-03,\n",
      "       6.6167809e-04, 0.0000000e+00, 0.0000000e+00, 1.8486468e-02,\n",
      "       5.6322473e-03, 0.0000000e+00, 3.0068948e-03, 9.5530683e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.8409876e-03,\n",
      "       8.7269516e-05, 0.0000000e+00, 3.5093691e-02, 0.0000000e+00,\n",
      "       1.5987167e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.3912567e-03, 2.0422181e-03, 0.0000000e+00,\n",
      "       5.9639970e-03, 0.0000000e+00, 3.8189616e-03, 0.0000000e+00,\n",
      "       1.7690490e-03, 0.0000000e+00, 0.0000000e+00, 7.4207177e-03,\n",
      "       1.7053470e-03, 1.4104237e-04, 0.0000000e+00, 4.0927897e-03,\n",
      "       4.1292687e-03, 1.7727201e-03, 8.3255768e-02, 3.7227122e-03],\n",
      "      dtype=float32), 0.0022065311833889263, array([4.3423280e-02, 0.0000000e+00, 7.4650869e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5425881e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5744828e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9221096e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4796593e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.6549632e-01, 0.0000000e+00, 6.0915895e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.4266439e-02, 0.0000000e+00, 8.3473879e-01,\n",
      "       1.4585824e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.2307804e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.1335811e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.012491584215953864, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.3954611, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.4221694, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.23845331370830536, array([0.01461011, 0.01875466, 0.00521811, 0.01606485, 0.03013837,\n",
      "       0.01127419, 0.0157568 , 0.0107863 , 0.01455815, 0.02209749,\n",
      "       0.00749112, 0.00136733, 0.01784204, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00463047,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00620082, 0.        , 0.01769691,\n",
      "       0.00136733, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00374995, 0.        ], dtype=float32), 0.018993847082199138, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.1267179e-03,\n",
      "       0.0000000e+00, 9.4749499e-03, 0.0000000e+00, 1.4269744e-03,\n",
      "       5.0302543e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0624900e-03, 0.0000000e+00, 4.3403945e-04, 7.5455755e-04,\n",
      "       0.0000000e+00, 9.3067494e-05, 4.9093137e-03, 0.0000000e+00,\n",
      "       2.1983057e-02, 0.0000000e+00, 5.7771956e-03, 1.2328281e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.3658594e-03, 1.8058526e-03,\n",
      "       5.1297913e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.9870058e-03, 0.0000000e+00, 9.8925200e-04,\n",
      "       4.3145168e-04, 8.3781350e-03, 0.0000000e+00, 8.5680848e-03,\n",
      "       2.5411318e-03, 5.0047389e-03, 0.0000000e+00, 9.7601698e-04,\n",
      "       9.4161239e-03, 0.0000000e+00, 9.5136842e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.6994664e-03, 2.4408372e-03, 1.1428778e-04,\n",
      "       1.3932865e-04, 0.0000000e+00, 2.2605148e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.4830553e-03, 7.4618519e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.5671163e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.0786989e-04, 0.0000000e+00, 0.0000000e+00, 9.9012314e-04,\n",
      "       6.7217028e-05, 1.0922363e-03, 7.0414702e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.7967870e-03, 4.4131922e-03, 0.0000000e+00,\n",
      "       2.2025371e-03, 0.0000000e+00, 0.0000000e+00, 1.6335004e-03,\n",
      "       0.0000000e+00, 8.4253894e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.6065004e-03, 0.0000000e+00, 9.7450577e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.6359465e-03,\n",
      "       2.8410193e-04, 5.1117409e-03, 7.5744358e-03, 3.4431810e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6666390e-04, 5.3616683e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.2400840e-03, 1.6274391e-04,\n",
      "       1.7440640e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.6560074e-03, 4.4282312e-03, 0.0000000e+00,\n",
      "       1.1520421e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.8410708e-03, 0.0000000e+00, 0.0000000e+00, 3.3871573e-03,\n",
      "       3.8674441e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.2965373e-02, 5.0154501e-03, 2.1902822e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.001961409387373956, array([0.00913949, 0.        , 0.01824701, 0.        , 0.        ,\n",
      "       0.01902585, 0.        , 0.14783311, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03390689,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.10052444, 0.25667965,\n",
      "       0.        , 0.        , 0.04607501, 0.        , 0.        ,\n",
      "       0.11531822, 0.        , 0.04983599, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03880994,\n",
      "       0.        , 0.15495025, 0.1380676 , 0.07878312, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.11943436, 0.        ], dtype=float32), 0.012880699360416652, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.4187242, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 4.6739497, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.1741563379764557, array([0.00667808, 0.01135517, 0.01567358, 0.01404355, 0.01190133,\n",
      "       0.01249428, 0.00665696, 0.00752489, 0.00514613, 0.00735934,\n",
      "       0.01373148, 0.00309506, 0.00352197, 0.00188568, 0.00188568,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00729525, 0.00309506, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01155461, 0.        , 0.00249587,\n",
      "       0.00248494, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00202463, 0.        , 0.        ], dtype=float32), 0.01441404478237291, array([0.0000000e+00, 0.0000000e+00, 5.0092296e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1869798e-03, 0.0000000e+00, 4.9792579e-03,\n",
      "       8.8483735e-04, 1.4746387e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0748899e-03, 1.3607182e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0687061e-02, 4.6803258e-04,\n",
      "       1.0020818e-02, 8.9336192e-04, 1.3790835e-03, 1.0204470e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.9308095e-04, 8.7725557e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.6924015e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1131066e-02, 0.0000000e+00, 5.7992036e-03,\n",
      "       2.1872825e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0748940e-02, 6.2876400e-03, 3.8734761e-03, 2.5486068e-03,\n",
      "       0.0000000e+00, 6.0745043e-04, 0.0000000e+00, 2.9434459e-04,\n",
      "       8.0612209e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.0933573e-04, 1.0341684e-03, 1.1345262e-03,\n",
      "       0.0000000e+00, 6.0535455e-03, 5.3809211e-03, 0.0000000e+00,\n",
      "       1.0318690e-03, 0.0000000e+00, 0.0000000e+00, 3.5684186e-04,\n",
      "       5.1350971e-03, 1.2608181e-04, 4.2584716e-04, 1.9835550e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6585581e-04, 0.0000000e+00,\n",
      "       2.2412681e-04, 0.0000000e+00, 3.9185121e-04, 5.4722012e-04,\n",
      "       9.9479286e-05, 2.6385221e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.0044772e-04, 0.0000000e+00, 0.0000000e+00, 4.6630562e-03,\n",
      "       0.0000000e+00, 2.8036081e-03, 9.6155191e-04, 1.2063105e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6667173e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.7319064e-03, 7.8686746e-04,\n",
      "       4.8293383e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.0891999e-04, 0.0000000e+00,\n",
      "       7.2712013e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.2264194e-04, 0.0000000e+00, 0.0000000e+00, 4.6841861e-03,\n",
      "       0.0000000e+00, 4.0294850e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3122097e-03, 2.1753174e-03, 4.8270812e-03, 2.1190003e-03],\n",
      "      dtype=float32), 0.0018134738617264562, array([0.21139674, 0.        , 0.04489637, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00672897, 0.        , 0.        ,\n",
      "       0.        , 0.02217893, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01122585,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01330426, 0.        , 0.03718983,\n",
      "       0.        , 0.        , 0.01898591, 0.0305881 , 0.        ,\n",
      "       0.13987963, 0.        , 0.08980786, 0.        , 0.        ,\n",
      "       0.11487722, 0.        , 0.        , 0.        , 0.29074323,\n",
      "       0.        , 0.06886572, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01382489, 0.        ], dtype=float32), 0.005740858767308202, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.12772287, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.7612101 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.1545659750699997, array([0.394577  , 0.3067848 , 0.3700084 , 0.14834431, 0.04340991,\n",
      "       0.0229767 , 0.21864739, 0.08228309, 0.11942694, 0.17837746,\n",
      "       0.00669652, 0.        , 0.3902071 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00852198, 0.        , 0.02350742, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00669652, 0.        , 0.        ,\n",
      "       0.00150134, 0.02209068, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.38800517, 0.        , 0.        ], dtype=float32), 0.3902573124884744, array([0.00000000e+00, 0.00000000e+00, 1.86543519e-04, 2.24836473e-03,\n",
      "       0.00000000e+00, 1.37916375e-02, 0.00000000e+00, 4.60632890e-03,\n",
      "       5.15414029e-02, 0.00000000e+00, 2.80219689e-03, 6.45225693e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.41643982e-03, 0.00000000e+00,\n",
      "       1.29107339e-03, 8.11953843e-03, 8.48857977e-04, 1.30488826e-02,\n",
      "       2.29029655e-02, 0.00000000e+00, 2.28886139e-02, 1.76760135e-03,\n",
      "       7.43595138e-03, 0.00000000e+00, 5.93615975e-03, 1.86357484e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08007200e-01, 3.24044004e-02,\n",
      "       4.56549082e-04, 1.12108020e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.67565048e-02, 2.70874938e-03, 1.04763522e-03, 6.78494060e-03,\n",
      "       4.42601182e-03, 1.00723666e-03, 0.00000000e+00, 1.83235202e-03,\n",
      "       2.76034623e-01, 0.00000000e+00, 1.21203743e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.39039338e-03, 1.86882087e-03, 2.07094979e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.75937370e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.53787670e-03, 7.85789359e-03, 1.75735891e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.09054463e-04, 6.05872506e-03, 0.00000000e+00, 3.80943483e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.13134848e-02,\n",
      "       0.00000000e+00, 2.26695649e-03, 5.67729771e-03, 0.00000000e+00,\n",
      "       2.61319429e-03, 4.13107909e-02, 0.00000000e+00, 1.73228397e-03,\n",
      "       0.00000000e+00, 2.21427400e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.65762832e-03, 0.00000000e+00, 9.80639737e-03,\n",
      "       2.64366791e-02, 0.00000000e+00, 0.00000000e+00, 4.28823475e-03,\n",
      "       1.60440728e-01, 0.00000000e+00, 8.13466776e-03, 3.22186085e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.34481620e-02, 6.60261419e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.30958704e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.13756927e-03, 5.83521836e-03, 5.89230563e-04,\n",
      "       1.17270937e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.37084509e-03, 0.00000000e+00, 0.00000000e+00, 2.47465330e-03,\n",
      "       1.65175923e-04, 5.40982001e-04, 0.00000000e+00, 1.82185750e-02,\n",
      "       1.33082801e-02, 4.58246283e-03, 9.99609474e-04, 2.61362060e-04],\n",
      "      dtype=float32), 0.042736925039059716, array([0.02305316, 0.        , 0.91960967, 0.        , 0.        ,\n",
      "       0.0252047 , 0.00758875, 0.15262954, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.1017584 , 0.        , 0.        , 0.03754619, 0.0497708 ,\n",
      "       0.        , 0.        , 0.09239987, 0.        , 0.        ,\n",
      "       0.46740365, 0.        , 0.20986325, 0.        , 0.        ,\n",
      "       0.36019006, 0.        , 0.        , 0.        , 0.38279364,\n",
      "       0.        , 0.02332709, 0.18337463, 0.        , 0.        ,\n",
      "       0.        , 0.11342168, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06470494, 0.        ], dtype=float32), 0.02189120826367061, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.7558731, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.319292 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.029240518808364868, array([0.15285435, 0.242532  , 0.09061528, 0.1790959 , 0.194549  ,\n",
      "       0.06240545, 0.11529452, 0.10778674, 0.06599692, 0.09045482,\n",
      "       0.01415878, 0.00165937, 0.14253603, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01009819, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.1418922 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01277759, 0.        , 0.        ,\n",
      "       0.00840153, 0.0059951 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0009294 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.14155924147671756, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.68609617e-04,\n",
      "       2.23797892e-04, 1.07750492e-02, 2.96381433e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.25460230e-04, 2.56220438e-03, 0.00000000e+00,\n",
      "       4.47586463e-05, 0.00000000e+00, 1.51287783e-02, 1.33494614e-02,\n",
      "       1.39660272e-03, 0.00000000e+00, 5.09844795e-02, 5.01701655e-03,\n",
      "       8.86300430e-02, 1.15937768e-02, 1.13490201e-03, 1.47083737e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.64698014e-02, 0.00000000e+00,\n",
      "       1.49598615e-02, 0.00000000e+00, 0.00000000e+00, 6.27521100e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.73279867e-02, 9.57810960e-04, 3.24077122e-02,\n",
      "       0.00000000e+00, 9.93195083e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.88172816e-03, 5.49550075e-03, 1.21976205e-04, 1.57046842e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08624538e-02, 0.00000000e+00,\n",
      "       3.29397507e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.38497309e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.75066411e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.38220739e-03, 0.00000000e+00, 0.00000000e+00, 2.44250032e-03,\n",
      "       0.00000000e+00, 1.73903699e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.09692648e-01, 0.00000000e+00, 0.00000000e+00, 1.15817226e-03,\n",
      "       0.00000000e+00, 1.06222285e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.15250235e-02,\n",
      "       4.97074099e-03, 1.97476037e-02, 1.66575890e-03, 1.27730280e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.63046902e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.36828229e-01, 6.18442520e-03,\n",
      "       2.08548480e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.07785007e-04, 3.04151047e-03, 5.61323686e-05,\n",
      "       1.77033972e-02, 0.00000000e+00, 5.42943249e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.88627691e-03,\n",
      "       0.00000000e+00, 1.92601997e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.90828115e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.012581479910949926, array([0.06709709, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.10793694, 0.        , 0.03409646, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00790262, 0.23914418, 0.22568935, 0.00445849,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00728864, 0.        , 0.069523  , 0.02715853, 0.21545188,\n",
      "       0.        , 0.        , 0.00201684, 0.2070696 , 0.        ,\n",
      "       1.0978732 , 0.        , 0.06658871, 0.00621746, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.06370894,\n",
      "       0.        , 0.47395498, 0.01494766, 0.        , 0.        ,\n",
      "       0.03850748, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0037044 , 0.        ], dtype=float32), 0.0021963071649008974, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       3.4970493 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.11979204,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04302779957652092, array([0.588695  , 0.45238343, 0.5238714 , 0.4633066 , 0.2546415 ,\n",
      "       0.34153077, 0.20380336, 0.9852595 , 0.66281015, 0.15863891,\n",
      "       0.03226387, 0.02419868, 0.4685397 , 0.        , 0.        ,\n",
      "       0.        , 0.02706048, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.36376476, 0.        ,\n",
      "       0.        , 0.3097483 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03162017, 0.01527986, 0.        ,\n",
      "       0.        , 0.02419868, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.09693483, 0.        , 0.        ], dtype=float32), 0.46644298840143344, array([0.00000000e+00, 3.60363489e-03, 0.00000000e+00, 1.36210835e-02,\n",
      "       2.07689628e-02, 2.69185919e-02, 2.38687143e-01, 4.20749374e-03,\n",
      "       5.82882343e-03, 0.00000000e+00, 2.04282086e-02, 5.46582369e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.10278334e-02, 2.14129016e-02,\n",
      "       1.48856454e-03, 0.00000000e+00, 4.43919003e-03, 1.17130950e-02,\n",
      "       4.00842249e-01, 0.00000000e+00, 1.70925945e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.96929081e-02, 1.60066545e-01, 1.50628341e-03,\n",
      "       3.22945043e-02, 0.00000000e+00, 1.71743572e-01, 7.92837236e-03,\n",
      "       2.03186527e-01, 6.65871203e-02, 0.00000000e+00, 1.31009333e-02,\n",
      "       8.33914243e-03, 2.10792243e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.17368158e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.95043638e-01, 6.34633303e-02, 3.11075989e-02, 1.50920348e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.33808091e-01, 3.50939244e-01,\n",
      "       0.00000000e+00, 5.38598339e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.11233909e-02,\n",
      "       0.00000000e+00, 4.37393077e-02, 4.05573635e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.78076442e-03, 4.85772360e-03, 0.00000000e+00, 7.13860616e-02,\n",
      "       0.00000000e+00, 1.97357051e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.73574907e-02, 6.45238953e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.26901767e-03, 2.70610806e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.50823459e-01, 0.00000000e+00, 0.00000000e+00, 1.99084822e-02,\n",
      "       1.65864006e-01, 0.00000000e+00, 0.00000000e+00, 2.18821298e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.72899419e-01, 3.88657395e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.54992100e-03,\n",
      "       0.00000000e+00, 1.05873793e-02, 0.00000000e+00, 1.00009926e-02,\n",
      "       4.66360617e-03, 0.00000000e+00, 8.34011007e-04, 0.00000000e+00,\n",
      "       1.49534829e-02, 0.00000000e+00, 0.00000000e+00, 7.91216455e-03,\n",
      "       8.27717420e-04, 9.61840246e-03, 0.00000000e+00, 1.22476174e-02,\n",
      "       0.00000000e+00, 2.46188045e-03, 5.68082094e-01, 1.12280585e-02],\n",
      "      dtype=float32), 0.04335365896801777, array([0.29329106, 0.07124042, 0.4652967 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.2160257 , 0.        , 0.03305215,\n",
      "       0.2951995 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.47486892, 0.        , 0.08591752,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.2196435 , 0.        , 0.46009228, 0.        , 0.22550173,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       6.1533794 , 0.        , 0.03100218, 0.        , 0.        ,\n",
      "       0.10776351, 0.        , 0.        , 0.        , 0.5229151 ,\n",
      "       0.        , 2.3250632 , 0.        , 0.05394406, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.1200813 , 0.        ], dtype=float32), 0.07101753169847468, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 13.470196,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  6.016647,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.08859416097402573, array([0.09104996, 0.08865812, 0.07423191, 0.04023996, 0.04525634,\n",
      "       0.05172469, 0.10826394, 0.06332693, 0.04823787, 0.03091786,\n",
      "       0.03048367, 0.        , 0.02494645, 0.04653295, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.04653295, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00253621, 0.03031254, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02494645, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06300226793716573, array([0.        , 0.        , 0.        , 0.        , 0.01642267,\n",
      "       0.        , 0.00478949, 0.03759919, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00040201, 0.        , 0.01637204,\n",
      "       0.02359353, 0.        , 0.        , 0.00229785, 0.00050905,\n",
      "       0.11559454, 0.        , 0.01071365, 0.        , 0.        ,\n",
      "       0.        , 0.06301537, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00214105, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00160251, 0.        , 0.        , 0.00096098,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00996158,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00258154, 0.00524091,\n",
      "       0.        , 0.11964642, 0.00617504, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0046556 , 0.        , 0.        ,\n",
      "       0.        , 0.00012664, 0.        , 0.02272773, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01439735, 0.        ,\n",
      "       0.        , 0.01321708, 0.        , 0.        , 0.        ,\n",
      "       0.00132822, 0.        , 0.        , 0.00028569, 0.        ,\n",
      "       0.        , 0.05977052, 0.        , 0.        , 0.        ,\n",
      "       0.02625888, 0.        , 0.        , 0.        , 0.00728681,\n",
      "       0.        , 0.        , 0.05671071, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01279616, 0.        , 0.00441413, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01574005,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.07691057, 0.        ], dtype=float32), 0.007939971694674964, array([2.1120624e-01, 0.0000000e+00, 6.1048483e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.7788176e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5169859e-03, 0.0000000e+00,\n",
      "       4.1167424e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4715714e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.1702280e-03, 5.9956098e-03, 4.3772238e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9807589e-03, 0.0000000e+00,\n",
      "       1.1119679e+00, 0.0000000e+00, 7.2831690e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9907376e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.8131750e-01, 0.0000000e+00, 1.5296161e+00,\n",
      "       9.5694431e-04, 6.0502794e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.0159805e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.034974600057119325, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 7.1750035, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 7.4613066, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.5592898726463318, array([0.11646096, 0.10487241, 0.09287374, 0.10428137, 0.07991337,\n",
      "       0.11296933, 0.07026783, 0.00686506, 0.04894842, 0.13369147,\n",
      "       0.00442674, 0.        , 0.10720038, 0.01983478, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.10838926, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00414698, 0.0028032 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01377334,\n",
      "       0.00792743, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00152346], dtype=float32), 0.10674344526092323, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.5606296e-04, 1.6486807e-02, 3.5443384e-02,\n",
      "       6.6897221e-04, 1.9447141e-03, 2.3815001e-03, 0.0000000e+00,\n",
      "       2.7475418e-03, 0.0000000e+00, 7.1242463e-04, 2.9737586e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.1962007e-03, 1.7259588e-03,\n",
      "       7.6750137e-02, 1.2117234e-03, 0.0000000e+00, 7.3863044e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.4852155e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.8635183e-03, 8.1896167e-03,\n",
      "       0.0000000e+00, 5.1497174e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.3830521e-04, 5.7090316e-02, 0.0000000e+00, 1.4379074e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.2514447e-03, 2.5088873e-03,\n",
      "       1.1404952e-02, 8.1359539e-03, 4.0434701e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.4826033e-03, 5.9144096e-03,\n",
      "       3.0389881e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3168625e-03,\n",
      "       0.0000000e+00, 5.0008524e-02, 3.3258736e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.7981188e-02, 2.6178021e-02, 7.3743588e-04, 5.8885210e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8280275e-02, 0.0000000e+00,\n",
      "       2.7351556e-02, 1.5855236e-03, 4.1079768e-03, 4.1764397e-03,\n",
      "       4.6052360e-03, 6.6605834e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.1809270e-03,\n",
      "       5.2879155e-03, 0.0000000e+00, 0.0000000e+00, 8.5568339e-02,\n",
      "       9.2076272e-02, 2.5783861e-03, 0.0000000e+00, 1.1884923e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.4129276e-02, 0.0000000e+00,\n",
      "       3.8772465e-03, 0.0000000e+00, 0.0000000e+00, 2.6086576e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.0202557e-02, 0.0000000e+00,\n",
      "       2.3151096e-03, 0.0000000e+00, 5.7115513e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.2246968e-03,\n",
      "       0.0000000e+00, 5.8073062e-04, 0.0000000e+00, 1.9336178e-03,\n",
      "       0.0000000e+00, 1.7938018e-03, 5.8377743e-02, 3.2958291e-05],\n",
      "      dtype=float32), 0.008151747324637573, array([0.        , 0.        , 0.12965302, 0.        , 0.        ,\n",
      "       0.2742077 , 0.        , 0.01573651, 0.        , 0.        ,\n",
      "       0.        , 0.00182269, 0.        , 0.        , 0.01146813,\n",
      "       0.00262161, 0.00753611, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00206534, 0.        , 0.04335219, 0.05988983, 0.53537804,\n",
      "       0.        , 0.        , 0.02913783, 0.00835379, 0.        ,\n",
      "       0.02406138, 0.        , 0.06801179, 0.00162444, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.21177267,\n",
      "       0.        , 0.63303244, 0.0125729 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01004346, 0.        ], dtype=float32), 0.010997696301328241, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.5686977, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.7117329, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.13908089697360992, array([0.11664443, 0.0575808 , 0.0237713 , 0.1575014 , 0.05594918,\n",
      "       0.05235853, 0.03805541, 0.03409905, 0.04790154, 0.03338568,\n",
      "       0.0099305 , 0.        , 0.05168858, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00817814,\n",
      "       0.02823401, 0.00046904, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.04157893, 0.        , 0.04229579], dtype=float32), 0.05097275281103624, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.92082064e-05, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.00043792e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.01740512e-02, 0.00000000e+00, 2.08025239e-02, 4.04074602e-02,\n",
      "       1.96074019e-04, 0.00000000e+00, 4.06029671e-02, 1.69476797e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.23923663e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.15143256e-04, 0.00000000e+00, 3.52216465e-03, 8.25730637e-02,\n",
      "       0.00000000e+00, 2.09449441e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.01119235e-01, 0.00000000e+00, 1.27894655e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.18622734e-02, 5.01798950e-02, 7.19653850e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.41329197e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.97119864e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.44109246e-05, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.13958975e-02, 2.81613339e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.50889440e-03, 2.87928589e-04, 0.00000000e+00, 1.08229212e-01,\n",
      "       5.02279922e-02, 4.79004462e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.17233234e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.18389402e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.10409261e-03, 4.74111699e-02,\n",
      "       3.07733845e-02, 0.00000000e+00, 0.00000000e+00, 3.69987660e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.82894278e-03, 0.00000000e+00, 6.09688723e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.90220322e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.38292872e-03, 6.74377456e-02, 0.00000000e+00, 0.00000000e+00],\n",
      "      dtype=float32), 0.00643210837350975, array([0.        , 0.        , 0.24151096, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.10912307, 0.        , 0.04464277,\n",
      "       0.        , 0.        , 0.        , 0.3348282 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0061891 , 0.02427436, 0.00222732,\n",
      "       0.        , 0.        , 0.00845617, 0.        , 0.        ,\n",
      "       0.77193314, 0.        , 0.29877555, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.08466121,\n",
      "       0.        , 0.9472843 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.010427387783647246, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 2.1659155, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.7473726, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.01201784610748291, array([0.01138249, 0.02403299, 0.02219527, 0.02966642, 0.02200186,\n",
      "       0.02303981, 0.02077692, 0.01257928, 0.01601279, 0.02031479,\n",
      "       0.02370063, 0.        , 0.01045111, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00075553, 0.00596881, 0.0039321 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02373736, 0.        , 0.0093782 ,\n",
      "       0.        , 0.00234846, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00068215], dtype=float32), 0.026203969799883084, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.02609665e-04,\n",
      "       0.00000000e+00, 2.88280435e-02, 0.00000000e+00, 1.08336713e-02,\n",
      "       4.70780674e-03, 3.79163859e-04, 0.00000000e+00, 4.43589845e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.73863210e-03, 0.00000000e+00,\n",
      "       1.30281303e-04, 0.00000000e+00, 3.56647186e-03, 2.87285796e-03,\n",
      "       5.75440470e-03, 1.12677300e-02, 6.37436332e-03, 1.77299359e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 8.42018425e-03,\n",
      "       1.30317267e-03, 0.00000000e+00, 1.65646803e-03, 1.64183741e-03,\n",
      "       0.00000000e+00, 4.50952537e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.85913672e-03, 0.00000000e+00, 0.00000000e+00, 1.09855914e-02,\n",
      "       1.84035208e-02, 5.05577133e-04, 4.33992129e-03, 0.00000000e+00,\n",
      "       5.23153599e-03, 1.37443561e-03, 2.15986907e-03, 5.37998349e-05,\n",
      "       0.00000000e+00, 4.24757600e-03, 1.96873723e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.40604393e-04, 2.16169213e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.51313387e-03, 7.13900384e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08895474e-03, 0.00000000e+00,\n",
      "       3.88259138e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.89465922e-03, 0.00000000e+00, 0.00000000e+00, 6.79026311e-03,\n",
      "       0.00000000e+00, 2.53561442e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 9.43990244e-07, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.24400877e-03, 3.42850611e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.29220088e-03, 0.00000000e+00, 4.88261832e-03,\n",
      "       1.27802056e-03, 0.00000000e+00, 0.00000000e+00, 5.92937041e-03,\n",
      "       1.05335633e-03, 5.92080504e-03, 2.16397457e-03, 2.29073991e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.26404790e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.14673380e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 7.08935608e-04,\n",
      "       0.00000000e+00, 4.60827397e-03, 4.16424079e-03, 0.00000000e+00,\n",
      "       9.83454473e-03, 0.00000000e+00, 1.32508145e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.76112701e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.77102590e-04,\n",
      "       1.45348450e-02, 2.40399987e-02, 7.04954192e-03, 4.41467040e-04],\n",
      "      dtype=float32), 0.003918858374716003, array([0.48206943, 0.        , 0.03080683, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.09525966, 0.        , 0.        ,\n",
      "       0.00825568, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.1735872 , 0.        , 0.        , 0.        ,\n",
      "       0.11880339, 0.        , 0.02309254, 0.        , 0.4496804 ,\n",
      "       0.        , 0.        , 0.        , 0.03441595, 0.        ,\n",
      "       0.19954756, 0.06162757, 0.03507666, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.15290742,\n",
      "       0.        , 0.00220752, 0.00545981, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.06415911,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.013908397406339645, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 5.3007345, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.408823698759079, array([0.05583071, 0.08403161, 0.0399117 , 0.13611041, 0.20087302,\n",
      "       0.05626066, 0.04539961, 0.0634254 , 0.03973864, 0.02228026,\n",
      "       0.04878508, 0.        , 0.03690103, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0067478 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04710246, 0.        , 0.0111938 ,\n",
      "       0.02593375, 0.0209831 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01652566, 0.        , 0.        ], dtype=float32), 0.05852229541530863, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.1840766e-02,\n",
      "       0.0000000e+00, 5.8614340e-04, 1.8450560e-03, 4.6736239e-03,\n",
      "       1.0127109e-02, 0.0000000e+00, 8.4143747e-03, 3.6689320e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.0103011e-03,\n",
      "       1.6271580e-02, 0.0000000e+00, 2.4680931e-02, 2.0729178e-03,\n",
      "       3.1442054e-02, 8.2336236e-03, 0.0000000e+00, 8.8382792e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.6786849e-03, 4.8166481e-03,\n",
      "       4.6139853e-03, 0.0000000e+00, 1.9935376e-03, 1.4107052e-02,\n",
      "       0.0000000e+00, 1.0630712e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.8972127e-02, 0.0000000e+00, 1.1162468e-03, 1.3507690e-02,\n",
      "       6.5595692e-04, 8.3293463e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.2160647e-02, 5.4115489e-02, 2.3798302e-02, 3.4078475e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.3564680e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4878553e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.6901908e-03, 1.8252406e-02, 3.1201739e-04,\n",
      "       0.0000000e+00, 1.2817256e-03, 2.7676091e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9401473e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3950482e-02, 8.1528800e-05, 0.0000000e+00, 1.8867807e-02,\n",
      "       0.0000000e+00, 1.3112882e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6214742e-03, 2.3847539e-03, 0.0000000e+00, 8.4685124e-03,\n",
      "       0.0000000e+00, 2.1632578e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.2409602e-04, 0.0000000e+00, 0.0000000e+00, 3.1011796e-02,\n",
      "       9.1291144e-03, 0.0000000e+00, 0.0000000e+00, 4.4451500e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.1454362e-03, 0.0000000e+00,\n",
      "       3.5101183e-02, 0.0000000e+00, 5.9216064e-03, 1.1989867e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.6392911e-03,\n",
      "       0.0000000e+00, 1.2897057e-02, 3.4893882e-02, 6.8214419e-03,\n",
      "       4.9853548e-03, 0.0000000e+00, 7.3461572e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.8080071e-03,\n",
      "       0.0000000e+00, 7.4158830e-04, 0.0000000e+00, 1.8633096e-02,\n",
      "       2.2038983e-03, 6.3621989e-03, 1.4139600e-02, 9.7943647e-03],\n",
      "      dtype=float32), 0.006190859704719116, array([0.0000000e+00, 7.6461136e-02, 2.6277721e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.5178510e-02, 0.0000000e+00, 1.6208181e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.4475373e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.9017061e-02, 8.0448808e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.4462292e-02, 0.0000000e+00,\n",
      "       2.6727064e-02, 9.5774986e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.0138040e-02, 2.3158137e-03, 0.0000000e+00,\n",
      "       1.5520771e-02, 7.5585969e-02, 4.6125252e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.2959237e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.4337865e-01, 0.0000000e+00, 2.7711367e-02,\n",
      "       7.0289046e-02, 4.1036410e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.013798910169263821, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.0518608, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 5.6228685, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.4071493148803711, array([1.1114261e+00, 2.0195649e+00, 6.0134877e-02, 1.2688594e+00,\n",
      "       8.0428988e-01, 4.2652547e-01, 8.9672005e-01, 3.8581118e-01,\n",
      "       6.0604244e-01, 1.4752446e+00, 4.8914924e-02, 0.0000000e+00,\n",
      "       1.1879294e+00, 6.3273527e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9652136e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.3273527e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.9828302e-03,\n",
      "       3.2352079e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.5586407e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2473611e-02, 0.0000000e+00,\n",
      "       1.1859291e+00, 0.0000000e+00, 0.0000000e+00, 1.0850459e-02,\n",
      "       3.4227286e-02, 0.0000000e+00], dtype=float32), 1.19041149577861, array([0.0000000e+00, 5.1058661e-03, 7.7724666e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.5548759e-03, 0.0000000e+00, 2.8809665e-02,\n",
      "       1.1397092e-01, 5.7454727e-04, 9.4127618e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.7867240e-04, 0.0000000e+00, 2.1701679e-03, 5.3745862e-03,\n",
      "       1.5002516e-01, 0.0000000e+00, 5.8420203e-03, 6.8485797e-03,\n",
      "       0.0000000e+00, 8.3453739e-01, 7.6216027e-02, 1.4752848e-03,\n",
      "       3.0636687e-03, 0.0000000e+00, 7.2264552e-02, 6.4314984e-02,\n",
      "       0.0000000e+00, 3.6881480e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5770015e-03, 1.3871261e-02, 1.2503378e-02, 2.2991387e-02,\n",
      "       5.7282709e-03, 0.0000000e+00, 0.0000000e+00, 2.6702937e-02,\n",
      "       6.7563182e-01, 5.3311890e-08, 1.3724011e-01, 1.9155744e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.0952976e-02, 0.0000000e+00,\n",
      "       1.5528313e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.6062459e-03, 1.8745252e-03, 4.1779339e-01,\n",
      "       0.0000000e+00, 7.3643632e-02, 1.4468901e-01, 0.0000000e+00,\n",
      "       3.1060108e-03, 1.3136149e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.8797004e-04, 5.2835416e-02, 0.0000000e+00, 8.0058239e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6684903e-02, 0.0000000e+00,\n",
      "       4.1957116e-01, 2.7363903e-08, 0.0000000e+00, 2.3680869e-02,\n",
      "       1.0643139e-02, 4.5297440e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.9880364e-03,\n",
      "       1.6275623e-01, 0.0000000e+00, 0.0000000e+00, 5.1728643e-02,\n",
      "       1.2757848e-03, 2.8765548e-04, 0.0000000e+00, 5.7245083e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.7456610e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.8748211e-02, 7.3331472e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.5991294e-04,\n",
      "       0.0000000e+00, 4.7446582e-03, 9.2313411e-03, 0.0000000e+00,\n",
      "       2.4080002e-03, 0.0000000e+00, 4.1361852e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.2921630e-02,\n",
      "       2.0239193e-03, 1.2363171e-02, 0.0000000e+00, 3.2853480e-02,\n",
      "       0.0000000e+00, 2.1147503e-02, 7.0282616e-02, 2.0744056e-03],\n",
      "      dtype=float32), 0.07577029571518921, array([0.11122172, 0.        , 2.2665968 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.12403183, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.06502679, 0.03493754, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.12314364, 0.        , 0.        , 0.        ,\n",
      "       0.07484415, 0.        , 0.        , 0.        , 0.06780769,\n",
      "       0.        , 0.        , 0.09168568, 0.17142127, 0.        ,\n",
      "       2.8194604 , 0.        , 0.05278745, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03551653,\n",
      "       0.        , 0.10770074, 0.47428018, 0.        , 0.        ,\n",
      "       0.        , 0.00553321, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.44664174, 0.        ], dtype=float32), 0.029831945769851737, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 10.586702,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  1.846698,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.353823721408844, array([0.46680576, 0.21284744, 0.12841469, 0.1989016 , 0.0255225 ,\n",
      "       0.21484552, 0.34818417, 0.2679448 , 0.44423354, 0.07236429,\n",
      "       0.32223758, 0.        , 0.0150758 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00071387, 0.01313771, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0108408 , 0.        , 0.        ,\n",
      "       0.00713202, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.32336137, 0.        ], dtype=float32), 0.32190905563791633, array([0.0000000e+00, 2.3995056e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.8925287e-03, 2.3095550e-03, 0.0000000e+00, 1.2511714e-02,\n",
      "       1.7916067e-01, 5.5708108e-04, 1.1609700e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4360093e-03,\n",
      "       6.4327067e-04, 0.0000000e+00, 8.0891391e-03, 2.0839069e-03,\n",
      "       1.1468875e-02, 3.9604432e-03, 2.8632581e-03, 0.0000000e+00,\n",
      "       2.1436731e-03, 0.0000000e+00, 5.4974173e-04, 6.9369114e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9376861e-01, 3.6297169e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.4711581e-02, 0.0000000e+00, 1.7314583e-02,\n",
      "       1.0141531e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.0116433e-01, 4.3141425e-02, 2.7631468e-01, 4.9397103e-03,\n",
      "       0.0000000e+00, 8.5535331e-04, 5.5787963e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.5416067e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.4022468e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.1058355e-03, 0.0000000e+00,\n",
      "       1.6236694e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.5610100e-04, 2.3542203e-04, 0.0000000e+00, 1.0464235e-03,\n",
      "       0.0000000e+00, 4.4625415e-04, 1.3332199e-03, 0.0000000e+00,\n",
      "       1.6639983e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9964868e-01, 2.3759319e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.8056579e-03, 0.0000000e+00, 0.0000000e+00, 1.1266798e-02,\n",
      "       3.3330796e-03, 0.0000000e+00, 2.0547879e-03, 5.1749614e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.2022629e-03,\n",
      "       8.5246339e-03, 0.0000000e+00, 0.0000000e+00, 3.6935438e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5399871e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.1398468e-03, 0.0000000e+00, 3.2981636e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.3285379e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.5989502e-05, 2.5891140e-01, 0.0000000e+00, 2.0724372e-03],\n",
      "      dtype=float32), 0.04828917705683717, array([1.6218270e-01, 0.0000000e+00, 4.5743389e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.6910302e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0740118e-02, 0.0000000e+00,\n",
      "       8.5349362e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.7845013e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.6453398e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0045984e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.3225742e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.2848719e-01, 0.0000000e+00, 9.6501179e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.2265556e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.6225474e+00, 0.0000000e+00, 1.6856348e-03,\n",
      "       7.3326372e-02, 1.1470926e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.7792909e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0300442e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.052066924152086635, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  9.904665,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      , 10.399774,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.7449456453323364, array([0.01391363, 0.01349958, 0.00955732, 0.01805595, 0.01399817,\n",
      "       0.01498791, 0.01242039, 0.01118586, 0.01508822, 0.0126304 ,\n",
      "       0.00744475, 0.        , 0.01283076, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00752467, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00243966, 0.        ,\n",
      "       0.        , 0.00446006, 0.00381124, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00357096, 0.        , 0.        ,\n",
      "       0.00819836, 0.00347221, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00068656, 0.        , 0.        ], dtype=float32), 0.014832485102679037, array([0.0000000e+00, 5.0536334e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.6772867e-04, 3.2476083e-04, 7.6938176e-04,\n",
      "       2.9697113e-03, 1.4684720e-04, 2.5283993e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.8775063e-03, 0.0000000e+00, 4.0644594e-03, 2.8410233e-03,\n",
      "       3.3906908e-04, 2.9698752e-03, 7.4712322e-03, 1.0273870e-03,\n",
      "       4.7859561e-04, 0.0000000e+00, 1.4944784e-03, 4.4986492e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.1796281e-03, 7.0725749e-03,\n",
      "       1.2072905e-03, 0.0000000e+00, 0.0000000e+00, 1.0270148e-03,\n",
      "       4.4301469e-03, 0.0000000e+00, 4.7412494e-05, 3.0232931e-03,\n",
      "       7.7764498e-04, 0.0000000e+00, 2.8696184e-03, 0.0000000e+00,\n",
      "       6.4799166e-03, 3.3565080e-03, 9.8823325e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.9292461e-03, 7.1964609e-03,\n",
      "       1.1014144e-03, 3.1831602e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.0219751e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.4586541e-04, 0.0000000e+00, 1.2766203e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.9833291e-03, 3.8907939e-04, 0.0000000e+00, 4.1771592e-03,\n",
      "       4.9207229e-03, 9.3814638e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.3273841e-04,\n",
      "       5.5617900e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1482510e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.7818022e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.9478925e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.2630508e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.4632915e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.5787063e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.4278380e-03,\n",
      "       0.0000000e+00, 3.6672517e-04, 0.0000000e+00, 4.6662064e-04,\n",
      "       9.6238911e-04, 5.0204010e-03, 7.4835337e-04, 2.5616642e-03],\n",
      "      dtype=float32), 0.0016445588053506156, array([0.00910026, 0.        , 0.0111103 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.16330738, 0.        , 0.09239668,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0831921 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.08788291, 0.        , 0.05296183, 0.01508088, 0.14554353,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.07211676, 0.02896282, 0.03923263, 0.        , 0.        ,\n",
      "       0.02749199, 0.        , 0.        , 0.        , 0.01771728,\n",
      "       0.        , 0.        , 0.0064595 , 0.09070297, 0.        ,\n",
      "       0.        , 0.00853055, 0.        , 0.        , 0.01632337,\n",
      "       0.        , 0.        , 0.10597313, 0.        ], dtype=float32), 0.003459995831515009, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.09827909, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.5877003 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.007365316152572632, array([0.25880688, 0.27171057, 0.21582814, 0.10678882, 0.05785989,\n",
      "       0.16634928, 0.39016974, 0.11526795, 0.23731253, 0.21045983,\n",
      "       0.00499108, 0.        , 0.18754348, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02465398, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00174944, 0.00198727, 0.00357162, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00418692, 0.        , 0.        ,\n",
      "       0.        , 0.18385805, 0.        , 0.03105783, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.18745691189102826, array([0.00000000e+00, 7.14126835e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.54430114e-04, 0.00000000e+00, 5.02013645e-05, 0.00000000e+00,\n",
      "       5.55353239e-02, 0.00000000e+00, 2.61631999e-02, 0.00000000e+00,\n",
      "       5.57374506e-06, 0.00000000e+00, 3.74656927e-04, 1.08968234e-03,\n",
      "       0.00000000e+00, 1.03018084e-03, 1.05578313e-03, 0.00000000e+00,\n",
      "       4.72074211e-01, 2.40009860e-03, 2.49496405e-03, 0.00000000e+00,\n",
      "       2.04985193e-03, 4.51033451e-02, 5.06737344e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.86506873e-02, 4.95318919e-02,\n",
      "       0.00000000e+00, 1.70362685e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.76683009e-01, 1.31943136e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.43202335e-01, 0.00000000e+00, 1.07072659e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08335704e-01, 4.70800139e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.60181306e-03, 3.97097412e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.92253995e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.88727528e-01,\n",
      "       0.00000000e+00, 2.63132970e-03, 2.37462986e-02, 0.00000000e+00,\n",
      "       1.23428665e-01, 1.81820635e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 9.40901339e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.94784996e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.61602265e-02, 0.00000000e+00, 0.00000000e+00, 2.24895045e-01,\n",
      "       3.62810865e-02, 0.00000000e+00, 0.00000000e+00, 3.06409225e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.21452689e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.60822552e-02, 0.00000000e+00,\n",
      "       5.55028906e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.61031979e-04, 0.00000000e+00, 0.00000000e+00, 4.20369382e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.76878864e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.01428390e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.01888671027125656, array([0.        , 0.        , 0.6313548 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.19801159, 0.        , 0.01245674,\n",
      "       0.0674093 , 0.        , 0.        , 0.        , 0.08386811,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.8791622 , 0.        , 0.        , 0.04350105, 0.12465558,\n",
      "       0.        , 0.        , 0.02873584, 0.        , 0.        ,\n",
      "       2.4530811 , 0.        , 0.0636149 , 0.        , 0.        ,\n",
      "       0.04293291, 0.        , 0.        , 0.        , 0.26705325,\n",
      "       0.        , 0.542731  , 0.06428324, 0.22401279, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0268066 ,\n",
      "       0.        , 0.        , 0.02210181, 0.        ], dtype=float32), 0.012061590863635306, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.93490374, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 1.9361277 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.1877552568912506, array([0.0744491 , 0.07930105, 0.01873675, 0.03075707, 0.05724196,\n",
      "       0.08338694, 0.08302924, 0.11690882, 0.12905027, 0.01461157,\n",
      "       0.01836863, 0.        , 0.08793252, 0.01784121, 0.        ,\n",
      "       0.        , 0.        , 0.08791727, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01784121, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00163743, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0174483 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00585672], dtype=float32), 0.09004792454981848, array([0.0000000e+00, 0.0000000e+00, 2.9145558e-03, 7.3204166e-03,\n",
      "       3.2759758e-03, 5.8847369e-04, 0.0000000e+00, 1.6174491e-02,\n",
      "       1.5714421e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0512516e-02, 2.3800209e-03,\n",
      "       2.7746819e-03, 0.0000000e+00, 1.2210367e-02, 4.8002889e-03,\n",
      "       9.6157603e-02, 0.0000000e+00, 5.1549274e-02, 2.6255494e-03,\n",
      "       1.3799029e-03, 0.0000000e+00, 2.3830656e-02, 3.2691997e-02,\n",
      "       5.8081285e-03, 0.0000000e+00, 1.8509566e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.0058908e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4590514e-03, 1.0719228e-02, 0.0000000e+00, 4.2302241e-03,\n",
      "       4.8482753e-04, 1.6839488e-03, 0.0000000e+00, 1.1515412e-02,\n",
      "       9.5794676e-03, 1.7497044e-02, 7.5071794e-04, 2.1531075e-02,\n",
      "       0.0000000e+00, 1.2067131e-03, 1.3806866e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1940306e-03, 5.0344672e-03, 1.9622583e-05,\n",
      "       0.0000000e+00, 1.5754648e-02, 1.1727972e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.4639839e-02, 8.3717760e-03, 0.0000000e+00, 1.8979424e-03,\n",
      "       0.0000000e+00, 2.0870450e-03, 9.0209255e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.8083467e-03, 0.0000000e+00,\n",
      "       7.7863452e-03, 2.4993898e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.8763962e-03, 0.0000000e+00, 2.0805031e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.3645167e-02,\n",
      "       1.3628631e-03, 2.7054511e-03, 2.7336914e-04, 2.5762044e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.5758913e-04,\n",
      "       4.9466180e-04, 0.0000000e+00, 1.9064937e-02, 2.2759125e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6047973e-03,\n",
      "       0.0000000e+00, 5.7933214e-03, 2.5801272e-03, 4.0680802e-04,\n",
      "       5.9307083e-03, 0.0000000e+00, 3.1605666e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.2432363e-02,\n",
      "       1.2407844e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.0446714e-03, 6.3171289e-03, 3.5492420e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.005915315651533136, array([0.01424937, 0.        , 0.06368558, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01115297, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02540043, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06209347, 0.        , 0.21572757,\n",
      "       0.        , 0.        , 0.        , 0.08139015, 0.        ,\n",
      "       0.5808543 , 0.        , 0.0726456 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01220412,\n",
      "       0.        , 0.06537467, 0.02840505, 0.1008156 , 0.        ,\n",
      "       0.        , 0.00073472, 0.        , 0.        , 0.05649985,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.008185788004695382, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.8584633, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.1986655, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.059861794114112854, array([0.1451698 , 0.08753003, 0.07460308, 0.08498053, 0.05297378,\n",
      "       0.04630858, 0.1697661 , 0.0563054 , 0.1624388 , 0.05137394,\n",
      "       0.00785687, 0.        , 0.00516733, 0.06442972, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01586765, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0696956 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0033126 , 0.        ,\n",
      "       0.00510645, 0.00079082, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00656012, 0.        ], dtype=float32), 0.06353100429994485, array([0.        , 0.        , 0.        , 0.02643843, 0.        ,\n",
      "       0.0031495 , 0.00640848, 0.1230722 , 0.00342723, 0.00135783,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01176489,\n",
      "       0.16146086, 0.00764932, 0.0009549 , 0.        , 0.        ,\n",
      "       0.        , 0.10943963, 0.        , 0.00018812, 0.        ,\n",
      "       0.0010366 , 0.00399078, 0.        , 0.02711579, 0.        ,\n",
      "       0.        , 0.        , 0.04911573, 0.        , 0.        ,\n",
      "       0.00050461, 0.00035039, 0.04093207, 0.08012713, 0.00606908,\n",
      "       0.05784494, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.0060715 , 0.        , 0.04090671, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00181869,\n",
      "       0.        , 0.0781986 , 0.08031847, 0.        , 0.        ,\n",
      "       0.00351002, 0.        , 0.        , 0.        , 0.00710089,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03097476,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00276126, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.04043838, 0.00522702, 0.00075075, 0.        ,\n",
      "       0.02629318, 0.        , 0.        , 0.        , 0.00207718,\n",
      "       0.        , 0.        , 0.06571529, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00026802,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01135384,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00910477,\n",
      "       0.0023086 , 0.09267881, 0.        ], dtype=float32), 0.0069280357212610135, array([0.00828202, 0.        , 0.2248195 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00365477, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00331785,\n",
      "       0.00720249, 0.        , 0.00108988, 0.        , 0.01803221,\n",
      "       0.        , 0.00788064, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0060019 , 0.        , 0.        , 0.00130509,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03753011,\n",
      "       0.        , 0.        , 0.01828939, 0.00555928, 0.        ,\n",
      "       0.8829535 , 0.        , 0.03038427, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.6275762 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.10458766, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02444955, 0.        ], dtype=float32), 0.01057734962527977, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.1205094, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.3772235, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.12766128778457642, array([0.15036164, 0.44695875, 0.47071117, 0.36995354, 0.17290798,\n",
      "       0.5890832 , 0.19105287, 0.7033735 , 0.5941667 , 0.1751349 ,\n",
      "       0.00980306, 0.        , 0.5868575 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.5827457 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01467509, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00980306, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04257788, 0.        ], dtype=float32), 0.5868780289220544, array([0.00000000e+00, 6.48939470e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.84881599e-03, 2.23526906e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.54161956e-02, 1.81570605e-04, 1.65736061e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.33719789e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.64544684e-01, 0.00000000e+00, 2.68237799e-01, 2.16784130e-04,\n",
      "       0.00000000e+00, 1.05010740e-01, 3.74516309e-03, 2.41081119e-01,\n",
      "       3.74151114e-03, 0.00000000e+00, 1.81695342e-01, 1.32702544e-01,\n",
      "       0.00000000e+00, 1.19916582e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.33383752e-05, 1.07633375e-01, 0.00000000e+00, 1.50499443e-04,\n",
      "       5.84226381e-03, 2.95113586e-03, 2.24153679e-02, 9.52558767e-04,\n",
      "       1.45206049e-01, 0.00000000e+00, 0.00000000e+00, 3.09066474e-01,\n",
      "       0.00000000e+00, 2.17205758e-04, 2.13927060e-01, 3.90882415e-05,\n",
      "       4.89899947e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.83391117e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.11462376e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.20335263e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.24211861e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.70880146e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.63681174e-04, 0.00000000e+00, 1.26991450e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.73111713e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.62643443e-04, 1.84123799e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.63844030e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.82369182e-03, 6.12928011e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.32207154e-02,\n",
      "       0.00000000e+00, 6.11043477e-04, 3.01407278e-02, 0.00000000e+00,\n",
      "       1.55323616e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.74525139e-05, 0.00000000e+00, 0.00000000e+00, 5.71300741e-03,\n",
      "       4.43677454e-05, 0.00000000e+00, 0.00000000e+00, 5.92613369e-02,\n",
      "       7.64886197e-03, 2.93431622e-05, 1.28322458e-02, 0.00000000e+00],\n",
      "      dtype=float32), 0.04683312371704322, array([0.03161805, 0.        , 1.0655243 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.44234112,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0508457 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       3.0688615 , 0.        , 0.        , 0.01524705, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 1.5745305 , 0.02623586, 0.03076155, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04398142199112978, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 11.025906,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  3.286901,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.5180536508560181, array([0.58737165, 0.43423992, 0.201996  , 0.57543236, 0.3526696 ,\n",
      "       0.18777211, 0.42025864, 0.4233549 , 0.5477109 , 0.69383407,\n",
      "       0.02735719, 0.        , 0.53898615, 0.033155  , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.5257658 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02735719, 0.04847617, 0.00194252, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00592784,\n",
      "       0.04174289, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.08562699, 0.        ], dtype=float32), 0.539607597986121, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       6.67347154e-03, 4.41247001e-02, 2.77492474e-03, 0.00000000e+00,\n",
      "       2.15058759e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.78024545e-05, 0.00000000e+00, 0.00000000e+00, 4.76140715e-02,\n",
      "       1.17517175e-05, 2.72145737e-02, 1.70393083e-02, 4.26565902e-03,\n",
      "       2.93013424e-01, 1.45955652e-03, 2.46628886e-03, 2.44287192e-03,\n",
      "       5.28516714e-04, 2.63073355e-01, 1.19862385e-01, 7.83359539e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.26445282e-01, 8.99734125e-02,\n",
      "       6.78255968e-03, 1.21271657e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.05089453e-03, 4.74646986e-02, 0.00000000e+00, 1.61404628e-02,\n",
      "       0.00000000e+00, 3.10782297e-03, 3.31891148e-04, 3.34668010e-02,\n",
      "       3.49336475e-01, 0.00000000e+00, 3.33761424e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.05370301e-01, 1.64084341e-02,\n",
      "       0.00000000e+00, 1.51767731e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.58155188e-02,\n",
      "       0.00000000e+00, 4.89532724e-02, 1.52112886e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.33182795e-04,\n",
      "       6.25461387e-03, 4.27260280e-01, 1.49804004e-03, 1.20511493e-02,\n",
      "       0.00000000e+00, 3.22085863e-04, 2.13863812e-02, 0.00000000e+00,\n",
      "       4.25942689e-02, 0.00000000e+00, 2.60255188e-02, 0.00000000e+00,\n",
      "       7.76179135e-02, 1.72977209e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.85504559e-02, 0.00000000e+00, 0.00000000e+00, 6.47493154e-02,\n",
      "       3.67508113e-01, 0.00000000e+00, 9.33222473e-04, 1.09989792e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.21429510e-01, 8.96006706e-04,\n",
      "       7.55968154e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.19653563e-03, 0.00000000e+00,\n",
      "       1.41927563e-02, 0.00000000e+00, 1.99608924e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.94118468e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.80788153e-01,\n",
      "       1.21627247e-03, 0.00000000e+00, 2.73575097e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.039494618596162295, array([1.1802171e-01, 0.0000000e+00, 1.5154186e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.8929245e-02, 0.0000000e+00, 1.9547191e-02,\n",
      "       0.0000000e+00, 2.6432069e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.8931588e-02, 0.0000000e+00,\n",
      "       6.3261576e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.1880856e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.6185581e-03, 0.0000000e+00,\n",
      "       3.2486606e-02, 1.0546451e-01, 1.4532502e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.6810594e-01, 5.7829201e-02, 0.0000000e+00,\n",
      "       2.3477201e+00, 5.1928155e-02, 9.8532541e-03, 4.4523615e-02,\n",
      "       0.0000000e+00, 3.1698897e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.4202785e-01, 0.0000000e+00, 6.6984291e+00,\n",
      "       1.0356241e-02, 7.6260760e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.2028958e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.1393902e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.08748360179746699, array([ 0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "       19.102169 ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  1.9531803,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ,  0.       ,\n",
      "        0.       ,  0.       ,  0.       ,  0.       ], dtype=float32), 0.869022786617279, array([0.05434513, 0.03363853, 0.0532804 , 0.02053136, 0.01275633,\n",
      "       0.03820231, 0.07571933, 0.05235211, 0.09807121, 0.03160605,\n",
      "       0.05391444, 0.        , 0.01396177, 0.00812528, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00412911, 0.        , 0.        , 0.        ,\n",
      "       0.00812528, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00560075, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0029847 , 0.05369426, 0.        ,\n",
      "       0.        , 0.01273756, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05638956747811104, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.5329569e-02, 6.3924426e-03, 9.7266951e-04, 2.4192976e-03,\n",
      "       5.8363436e-05, 8.1935734e-04, 4.0381220e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9210443e-03, 1.8816971e-03,\n",
      "       1.5577289e-03, 3.7305958e-03, 2.0773406e-03, 4.0877643e-03,\n",
      "       4.3879215e-02, 0.0000000e+00, 7.6335305e-03, 1.0342142e-03,\n",
      "       4.3924279e-03, 4.2669431e-04, 1.3334145e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.4680865e-02, 1.1056918e-02,\n",
      "       0.0000000e+00, 1.0154455e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.6427044e-03, 9.0077268e-03, 9.5453975e-04, 1.4739325e-03,\n",
      "       2.3620706e-03, 4.2951110e-04, 1.7253056e-03, 3.8041975e-03,\n",
      "       6.0822565e-02, 5.4670814e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.5819186e-03, 0.0000000e+00,\n",
      "       3.3431109e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.3829620e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.3306556e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0342353e-02, 0.0000000e+00, 3.9489483e-04,\n",
      "       0.0000000e+00, 4.4906670e-03, 2.0637549e-02, 0.0000000e+00,\n",
      "       3.4495278e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.1790248e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.4404582e-03, 0.0000000e+00, 0.0000000e+00, 1.3517943e-02,\n",
      "       4.2540925e-03, 0.0000000e+00, 5.1564435e-03, 5.3402586e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.5956357e-04, 5.1672761e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.5063970e-02, 3.9584321e-04,\n",
      "       5.1555451e-04, 0.0000000e+00, 0.0000000e+00, 4.8625394e-04,\n",
      "       0.0000000e+00, 4.9038208e-04, 0.0000000e+00, 9.2839706e-04,\n",
      "       4.9969247e-03, 0.0000000e+00, 1.1750333e-03, 0.0000000e+00,\n",
      "       2.1969373e-03, 0.0000000e+00, 0.0000000e+00, 8.9186514e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.9822172e-03,\n",
      "       2.1385439e-03, 2.2135701e-04, 3.9515961e-02, 1.6676658e-03],\n",
      "      dtype=float32), 0.006255553663002553, array([0.20027593, 0.        , 0.12894298, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.23320293, 0.        , 0.        ,\n",
      "       0.12154312, 0.        , 0.        , 0.        , 0.10795915,\n",
      "       0.        , 0.00777658, 0.15762368, 0.        , 0.        ,\n",
      "       0.        , 0.01496874, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0456871 , 0.04616505,\n",
      "       0.        , 0.        , 0.03487662, 0.        , 0.        ,\n",
      "       0.30849606, 0.        , 0.01732454, 0.        , 0.        ,\n",
      "       0.00900252, 0.        , 0.        , 0.        , 0.1598887 ,\n",
      "       0.        , 0.36509892, 0.09360122, 0.        , 0.        ,\n",
      "       0.        , 0.0287546 , 0.        , 0.        , 0.01462019,\n",
      "       0.        , 0.        , 0.05357662, 0.        ], dtype=float32), 0.015592351782239144, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.7338564, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.4414604, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.07652387022972107, array([0.06724831, 0.03160651, 0.0905906 , 0.03254667, 0.02546174,\n",
      "       0.01832563, 0.04795611, 0.11593147, 0.10689041, 0.05349761,\n",
      "       0.00941101, 0.02855683, 0.03432068, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03419545, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00239432, 0.00933387, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00241463, 0.        , 0.        ,\n",
      "       0.00130136, 0.02875301, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04637359704052344, array([0.        , 0.        , 0.        , 0.        , 0.00339847,\n",
      "       0.        , 0.00039706, 0.00023289, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00168559,\n",
      "       0.00988385, 0.00087076, 0.01502181, 0.00368939, 0.03004589,\n",
      "       0.03026053, 0.00215952, 0.01675295, 0.        , 0.00039651,\n",
      "       0.        , 0.00494194, 0.        , 0.0043838 , 0.        ,\n",
      "       0.00120132, 0.00067989, 0.        , 0.00033675, 0.        ,\n",
      "       0.        , 0.00141972, 0.00245648, 0.        , 0.00053237,\n",
      "       0.00020746, 0.        , 0.        , 0.        , 0.01276753,\n",
      "       0.00049002, 0.00990599, 0.        , 0.        , 0.00084837,\n",
      "       0.0060137 , 0.00580816, 0.        , 0.01819115, 0.00851172,\n",
      "       0.        , 0.        , 0.00050139, 0.00197694, 0.0011646 ,\n",
      "       0.        , 0.        , 0.04153254, 0.        , 0.        ,\n",
      "       0.02112974, 0.        , 0.        , 0.        , 0.039213  ,\n",
      "       0.        , 0.00612163, 0.        , 0.01294914, 0.        ,\n",
      "       0.0001469 , 0.0010845 , 0.        , 0.        , 0.00030922,\n",
      "       0.00937321, 0.00794315, 0.        , 0.        , 0.        ,\n",
      "       0.02106377, 0.        , 0.00114598, 0.00275798, 0.        ,\n",
      "       0.        , 0.01013093, 0.03167205, 0.0004763 , 0.00269658,\n",
      "       0.00962145, 0.        , 0.        , 0.00840408, 0.00068514,\n",
      "       0.        , 0.        , 0.02862003, 0.00015286, 0.00162762,\n",
      "       0.        , 0.        , 0.0008528 , 0.        , 0.00216644,\n",
      "       0.        , 0.00159646, 0.01464554, 0.        , 0.0010379 ,\n",
      "       0.        , 0.00023586, 0.        , 0.        , 0.01102918,\n",
      "       0.00399329, 0.        , 0.        , 0.01221219, 0.00233308,\n",
      "       0.03018145, 0.04859244, 0.00066413], dtype=float32), 0.004448317840556124, array([0.02667821, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.26043895, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01126862, 0.        , 0.        , 0.008162  ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00887898, 0.1727327 , 0.09100375,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.1578343 , 0.        , 0.05075536, 0.        , 0.        ,\n",
      "       0.05069222, 0.        , 0.        , 0.        , 0.05845745,\n",
      "       0.        , 1.046384  , 0.06480555, 0.03018018, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00271998, 0.        ], dtype=float32), 0.011340658214814645, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.8625207 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.11407302,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.09681378304958344, array([0.07053039, 0.03700047, 0.04274794, 0.04936122, 0.01309901,\n",
      "       0.01559539, 0.03992456, 0.01296477, 0.02078869, 0.03879648,\n",
      "       0.00358544, 0.05086136, 0.01925423, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00391699, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00615668, 0.00328292, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0032574 , 0.00110596, 0.01879119,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.05065776, 0.        , 0.00124371], dtype=float32), 0.054779158250652854, array([0.0000000e+00, 1.6588131e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0926147e-03, 0.0000000e+00, 7.3261606e-04, 1.8846396e-05,\n",
      "       6.7419786e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.4522543e-03, 0.0000000e+00, 2.7398956e-03, 8.7379164e-04,\n",
      "       4.7877838e-04, 2.2923865e-03, 2.9694398e-03, 5.8952987e-04,\n",
      "       1.5779385e-02, 5.7511148e-03, 3.1425171e-02, 5.3107116e-04,\n",
      "       2.5574651e-03, 0.0000000e+00, 3.6892858e-03, 5.7644294e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2909508e-03, 2.0468133e-03,\n",
      "       0.0000000e+00, 4.8152624e-06, 0.0000000e+00, 1.8866437e-04,\n",
      "       5.2232165e-03, 6.1497297e-03, 0.0000000e+00, 1.1362347e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2883303e-03, 6.2503049e-04,\n",
      "       2.4535537e-02, 3.9613835e-04, 4.3824885e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.7244970e-04, 2.0026548e-03, 3.5376492e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.8834435e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.4293751e-04, 0.0000000e+00, 1.3837233e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0773779e-04,\n",
      "       0.0000000e+00, 7.1768410e-04, 1.1760375e-03, 0.0000000e+00,\n",
      "       1.4618393e-03, 6.9746268e-03, 1.1143470e-02, 0.0000000e+00,\n",
      "       1.1918350e-03, 7.1403268e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.4650039e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1754737e-03, 0.0000000e+00, 0.0000000e+00, 1.0646323e-03,\n",
      "       2.0591136e-02, 0.0000000e+00, 3.9870576e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1352280e-03, 5.8734621e-04,\n",
      "       5.6177392e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.8988827e-04, 0.0000000e+00, 2.8402748e-04,\n",
      "       4.6235677e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.6783563e-03, 0.0000000e+00, 0.0000000e+00, 7.4981847e-03,\n",
      "       3.8323749e-02, 6.4434735e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.3917890e-03, 2.9557692e-03, 5.5274391e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.0034911521278185157, array([0.0125726 , 0.        , 0.00824279, 0.        , 0.        ,\n",
      "       0.05408621, 0.        , 0.27764648, 0.        , 0.11030867,\n",
      "       0.        , 0.09925509, 0.        , 0.1501005 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05782281,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02677556, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02018769, 0.00310686, 0.11988823,\n",
      "       0.        , 0.        , 0.08160674, 0.00376159, 0.        ,\n",
      "       0.14516506, 0.        , 0.26932916, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0172144 ,\n",
      "       0.        , 0.01380714, 0.03411593, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01089255,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.002795381800399087, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.28111044, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.6360367 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.059054844081401825, array([0.17313962, 0.39416397, 0.2665476 , 0.1995525 , 0.1144499 ,\n",
      "       0.09081823, 0.47141367, 0.08505204, 0.32123116, 0.12928906,\n",
      "       0.01700418, 0.        , 0.25114948, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00840136, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.14236604,\n",
      "       0.        , 0.1977093 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01678291, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00777658, 0.        , 0.        ,\n",
      "       0.01797765, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.25157718510265636, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.40172744e-02, 4.79629934e-02, 1.92444073e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.64301508e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.33713835e-03, 1.57106074e-03,\n",
      "       0.00000000e+00, 7.29929432e-02, 4.31690685e-04, 4.32753339e-02,\n",
      "       3.13751131e-01, 0.00000000e+00, 3.72736785e-03, 2.72326265e-03,\n",
      "       1.15489095e-01, 0.00000000e+00, 1.82007328e-01, 3.65737942e-04,\n",
      "       1.27064660e-02, 0.00000000e+00, 1.44808422e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.07300899e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.50078878e-01, 4.09787381e-03, 1.89536414e-03, 4.44803610e-02,\n",
      "       2.71652965e-03, 0.00000000e+00, 1.21555336e-01, 0.00000000e+00,\n",
      "       1.23909917e-02, 0.00000000e+00, 0.00000000e+00, 9.42259841e-03,\n",
      "       0.00000000e+00, 3.60487145e-03, 0.00000000e+00, 1.11575350e-02,\n",
      "       2.98311678e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.87263677e-03, 5.40873827e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.24202803e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.28615380e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.37479771e-02, 0.00000000e+00, 9.07037128e-03,\n",
      "       0.00000000e+00, 4.65975190e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       7.89003596e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.51144064e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.45993987e-03, 0.00000000e+00, 1.87245791e-03,\n",
      "       5.88076597e-04, 0.00000000e+00, 0.00000000e+00, 1.08467760e-02,\n",
      "       0.00000000e+00, 8.65979237e-04, 0.00000000e+00, 3.11354827e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.94199961e-02, 8.25132877e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.26061890e-03, 0.00000000e+00, 2.15205294e-03,\n",
      "       5.97213348e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.56922797e-03,\n",
      "       2.83893105e-03, 1.30274647e-03, 0.00000000e+00, 1.71272992e-03,\n",
      "       1.25552624e-01, 2.61150720e-03, 2.40096390e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.02396393467001876, array([9.6898042e-02, 0.0000000e+00, 6.6884063e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3304865e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.0518362e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.9120322e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.9783704e-01, 1.5824623e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.2238213e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.8701380e+00, 0.0000000e+00, 4.4996709e-02, 1.9477366e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1072062e-02, 0.0000000e+00, 5.8257681e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6154775e-03,\n",
      "       5.3917944e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.014868535791958728, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.4038731, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.1983862, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.15876638889312744, array([0.46899673, 0.43092468, 0.24876288, 0.3489568 , 0.21879339,\n",
      "       0.28607702, 0.33039594, 0.12612152, 0.2548481 , 0.17438513,\n",
      "       0.05332046, 0.00189128, 0.3260036 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.20180559, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00336621, 0.25289804, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05379178, 0.        , 0.00588333,\n",
      "       0.10656773, 0.03516603, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.3286112170531888, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.21841875e-02,\n",
      "       2.95594931e-02, 1.33570373e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.58684745e-01, 0.00000000e+00, 9.82057463e-05, 0.00000000e+00,\n",
      "       1.00652850e-03, 0.00000000e+00, 8.55387840e-03, 2.31079850e-02,\n",
      "       0.00000000e+00, 1.03551734e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.90041804e-01, 0.00000000e+00, 1.91216357e-02, 6.22700143e-04,\n",
      "       7.82372057e-02, 0.00000000e+00, 1.28177881e-01, 1.87500194e-01,\n",
      "       2.46867967e-05, 0.00000000e+00, 2.08881348e-02, 1.16593845e-01,\n",
      "       8.43001544e-05, 1.88138534e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.79153273e-03, 2.10619345e-02, 0.00000000e+00, 2.17485271e-04,\n",
      "       9.37215111e-04, 1.29680615e-03, 0.00000000e+00, 4.80332208e-04,\n",
      "       3.49390954e-01, 3.14111561e-02, 1.03188239e-01, 1.80178077e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.09878881e-03, 7.31202250e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.57963169e-04, 0.00000000e+00, 9.06693563e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.32531589e-02, 0.00000000e+00, 0.00000000e+00, 3.55350152e-02,\n",
      "       0.00000000e+00, 2.32763737e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.90379795e-06, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.70292142e-02, 9.60987702e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.36210644e-01,\n",
      "       6.97845295e-02, 0.00000000e+00, 9.16438061e-04, 4.85462099e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.21639599e-03, 1.05532408e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.11562431e-02, 0.00000000e+00,\n",
      "       7.77404697e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.82116316e-03, 0.00000000e+00, 7.83710857e-04,\n",
      "       1.90755967e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.25341544e-04, 0.00000000e+00, 7.00868368e-02,\n",
      "       9.97728202e-03, 3.00349784e-03, 2.01244473e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.03448101803197811, array([0.        , 0.        , 1.7382404 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.25292894, 0.        , 0.6434044 ,\n",
      "       0.5272066 , 0.75315624, 0.        , 1.6012347 , 0.00501942,\n",
      "       0.        , 0.        , 0.875897  , 0.        , 0.        ,\n",
      "       0.        , 0.00795415, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04998822, 0.        , 1.1080682 , 0.05125595, 0.09904519,\n",
      "       0.        , 0.        , 0.08398099, 0.        , 0.        ,\n",
      "       1.8357574 , 0.00514347, 1.6812278 , 0.07481027, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05460864,\n",
      "       0.        , 1.2303938 , 0.02241489, 0.23022182, 0.        ,\n",
      "       0.        , 0.00977182, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05858563, 0.        ], dtype=float32), 0.06174509553074456, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 19.255981,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      , 24.078856,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.47697171568870544, array([0.01050758, 0.03655474, 0.01582356, 0.01549514, 0.04945453,\n",
      "       0.03697851, 0.03878985, 0.01861395, 0.03541252, 0.0481181 ,\n",
      "       0.00972142, 0.        , 0.04983739, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00409461, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00915676, 0.        , 0.00651961,\n",
      "       0.04888263, 0.00302348, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00108288], dtype=float32), 0.04994956475582538, array([0.0000000e+00, 4.3820728e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9085910e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1416301e-03, 0.0000000e+00,\n",
      "       2.6474372e-04, 0.0000000e+00, 0.0000000e+00, 3.0488237e-03,\n",
      "       1.6173006e-03, 0.0000000e+00, 3.6377395e-03, 2.5707916e-03,\n",
      "       1.6948435e-02, 1.2180517e-02, 0.0000000e+00, 3.3533652e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.6207500e-04, 9.9073537e-04,\n",
      "       2.9723756e-03, 0.0000000e+00, 0.0000000e+00, 2.9061381e-03,\n",
      "       0.0000000e+00, 7.9870699e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.0830742e-03, 0.0000000e+00, 0.0000000e+00, 7.4411551e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.7578649e-03, 4.3145013e-05, 2.9433484e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8241933e-03, 1.8814817e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.8780933e-03, 4.6307989e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2837307e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.5323802e-03,\n",
      "       0.0000000e+00, 8.4364373e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.4920462e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3107872e-03, 3.1707159e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.0898980e-03,\n",
      "       8.5438415e-03, 0.0000000e+00, 0.0000000e+00, 1.2747647e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9890441e-04, 1.5732870e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0574035e-03, 5.3317221e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9819738e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.4049692e-03, 5.6786258e-03, 0.0000000e+00,\n",
      "       7.5781732e-03, 0.0000000e+00, 1.4317718e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5556448e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.4037229e-03,\n",
      "       2.5083768e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.004427196544899007, array([0.02384522, 0.04143165, 0.01945843, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.1790797 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00768143,\n",
      "       0.01180034, 0.        , 0.        , 0.        , 0.03594349,\n",
      "       0.        , 0.00245636, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.032292  ,\n",
      "       0.        , 0.        , 0.0595006 , 0.        , 0.18255676,\n",
      "       0.        , 0.        , 0.        , 0.03204449, 0.        ,\n",
      "       0.19011699, 0.        , 0.05323433, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.23530076,\n",
      "       0.02206936, 0.01088258, 0.03157108, 0.02786828, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.008153742179274559, array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 6.743154, 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      ], dtype=float32), 0.491580992937088, array([0.05266198, 0.02597332, 0.06709179, 0.01535201, 0.01494535,\n",
      "       0.02866588, 0.05576755, 0.06060249, 0.00745428, 0.02514649,\n",
      "       0.01101844, 0.        , 0.07966389, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.07477138,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00991105, 0.00336608, 0.02055378,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.0821419801405727, array([0.        , 0.        , 0.00027811, 0.        , 0.        ,\n",
      "       0.05175053, 0.        , 0.020797  , 0.00055551, 0.00329659,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01263784, 0.        , 0.        , 0.0014415 ,\n",
      "       0.06260575, 0.        , 0.00061051, 0.02316375, 0.        ,\n",
      "       0.        , 0.03486591, 0.0034549 , 0.01233162, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00284485, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0372087 , 0.02092108,\n",
      "       0.00452176, 0.04650861, 0.        , 0.00212456, 0.00371826,\n",
      "       0.        , 0.00030484, 0.        , 0.        , 0.00600252,\n",
      "       0.00071698, 0.        , 0.02300692, 0.        , 0.00166678,\n",
      "       0.        , 0.        , 0.00386285, 0.0063529 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00067423, 0.        , 0.        ,\n",
      "       0.0011605 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00340274,\n",
      "       0.00084743, 0.00594902, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00530387, 0.        , 0.        ,\n",
      "       0.        , 0.00038031, 0.00370171, 0.00489653, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03144934, 0.00200834,\n",
      "       0.        , 0.        , 0.00939441, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01290003, 0.        , 0.01093659, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00958752,\n",
      "       0.00190669, 0.        , 0.        , 0.        , 0.00732561,\n",
      "       0.00633024, 0.08440649, 0.        ], dtype=float32), 0.0060345043923053605, array([0.        , 0.        , 0.06135569, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00633861, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02566303, 0.        , 0.15500206,\n",
      "       0.        , 0.        , 0.        , 0.02240142, 0.        ,\n",
      "       0.38895398, 0.00168478, 0.08752646, 0.00636018, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01478529,\n",
      "       0.        , 1.0856551 , 0.05120882, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.020091867815759692, array([0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 3.259914, 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 4.523471, 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      , 0.      , 0.      ,\n",
      "       0.      , 0.      , 0.      , 0.      ], dtype=float32), 0.305573046207428, array([0.02546266, 0.05731453, 0.03092612, 0.04947339, 0.03791242,\n",
      "       0.05611304, 0.04852217, 0.03003156, 0.05116608, 0.03285533,\n",
      "       0.04900824, 0.00189665, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00151531, 0.00189665, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04900271, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.04905826227046801, array([0.0000000e+00, 3.8451757e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7844604e-02, 0.0000000e+00, 1.5920309e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.2512693e-04, 1.0627962e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3794913e-02, 0.0000000e+00,\n",
      "       1.0065458e-02, 1.5590193e-03, 1.1795405e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2855810e-03, 0.0000000e+00,\n",
      "       9.3501185e-05, 0.0000000e+00, 7.8997593e-03, 1.3720123e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.7281419e-03, 4.2725555e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3193011e-03, 3.0839717e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0721476e-03, 3.7065148e-03, 0.0000000e+00, 9.1706536e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7962012e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.7586731e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.3242138e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3969264e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.4359525e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.9954457e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.1946710e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.6724452e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7929724e-03, 6.5285963e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6026194e-03, 0.0000000e+00, 0.0000000e+00, 2.6389109e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4879172e-04,\n",
      "       3.5221367e-03, 0.0000000e+00, 9.6038040e-03, 0.0000000e+00,\n",
      "       9.5959455e-03, 0.0000000e+00, 0.0000000e+00, 5.8131754e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.3972073e-04,\n",
      "       2.8518174e-02, 8.5620023e-02, 2.3500274e-03, 1.8112989e-02],\n",
      "      dtype=float32), 0.006567390059492993, array([0.08100349, 0.        , 0.09050357, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.14121285, 0.        , 0.11065494,\n",
      "       0.        , 0.03237087, 0.        , 0.        , 0.12925644,\n",
      "       0.        , 0.03411613, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.12051126,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.06322538, 0.        , 0.02286331, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0346776 ,\n",
      "       0.03023074, 0.04896458, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.020199451290701158, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 2.3789988, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.717217 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.49246418476104736, array([0.16169712, 0.06615023, 0.17261101, 0.16905767, 0.09944572,\n",
      "       0.05207218, 0.10782536, 0.16636404, 0.11966821, 0.10687799,\n",
      "       0.00970786, 0.        , 0.14169087, 0.00281722, 0.        ,\n",
      "       0.        , 0.        , 0.1105778 , 0.00281722, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.04961655, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00566115, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00751136, 0.        , 0.00622896,\n",
      "       0.04181624, 0.01882192, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.1425209047948804, array([0.00000000e+00, 1.00223094e-01, 0.00000000e+00, 2.06691492e-03,\n",
      "       0.00000000e+00, 7.58618787e-02, 3.74199376e-02, 1.23883004e-03,\n",
      "       7.17248302e-03, 0.00000000e+00, 0.00000000e+00, 1.76766748e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.22734402e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.76564856e-03, 0.00000000e+00,\n",
      "       2.89931655e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.03289932e-02, 0.00000000e+00, 2.20560599e-02, 3.02613582e-02,\n",
      "       1.09722413e-01, 0.00000000e+00, 4.08409387e-02, 2.05480680e-02,\n",
      "       0.00000000e+00, 3.28900758e-03, 0.00000000e+00, 1.09946402e-02,\n",
      "       2.01379657e-02, 8.47390853e-03, 0.00000000e+00, 1.73441993e-04,\n",
      "       2.58442509e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.63584690e-03, 8.60467926e-03, 7.04549020e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.23257335e-02, 3.49525213e-02,\n",
      "       0.00000000e+00, 5.49916504e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.97407696e-03, 9.51111875e-03,\n",
      "       0.00000000e+00, 7.98643753e-03, 1.00182164e-02, 0.00000000e+00,\n",
      "       8.06845818e-03, 7.97726307e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.93644550e-02, 0.00000000e+00, 2.79426724e-02,\n",
      "       0.00000000e+00, 3.72744980e-04, 7.46440049e-03, 0.00000000e+00,\n",
      "       5.19727962e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.25534090e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.75847800e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.66261569e-02, 0.00000000e+00, 0.00000000e+00, 3.04791871e-02,\n",
      "       3.68364565e-02, 0.00000000e+00, 0.00000000e+00, 9.96304024e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.58559105e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.10409288e-02, 9.58118141e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.86632101e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.85229797e-02, 5.94669138e-04,\n",
      "       4.64269286e-03, 0.00000000e+00, 8.82035747e-05, 0.00000000e+00,\n",
      "       1.68485218e-03, 0.00000000e+00, 0.00000000e+00, 2.75126453e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.23677157e-01,\n",
      "       4.96130856e-03, 5.64307347e-03, 1.25857353e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.012625524288035053, array([1.7781448e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.6786385e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0368031e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2258370e-01, 0.0000000e+00,\n",
      "       5.0087496e-05, 2.6552811e-02, 3.3209085e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.1320738e-02, 0.0000000e+00,\n",
      "       2.6880670e-01, 8.2070433e-02, 7.5786024e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1911596e-01, 1.5483359e-01, 3.0122850e+00,\n",
      "       3.5385188e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9929740e-01, 0.0000000e+00, 0.0000000e+00, 5.0661694e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.05156700718011367, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 7.0520487, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 5.762806 , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.5421285629272461, array([0.00894301, 0.02833078, 0.00767787, 0.04083093, 0.07782377,\n",
      "       0.05088499, 0.02726809, 0.03944267, 0.04387621, 0.0188529 ,\n",
      "       0.02134643, 0.        , 0.02413604, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02134643, 0.        , 0.00310218,\n",
      "       0.        , 0.02423221, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.031782076942246405, array([0.        , 0.0070339 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00012708, 0.0085002 , 0.        , 0.00158759,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00737765, 0.        , 0.00674851, 0.        ,\n",
      "       0.03393438, 0.0055786 , 0.        , 0.0034536 , 0.        ,\n",
      "       0.        , 0.00259938, 0.0021598 , 0.        , 0.        ,\n",
      "       0.        , 0.00117744, 0.        , 0.00174286, 0.        ,\n",
      "       0.        , 0.04030097, 0.00215575, 0.        , 0.00739062,\n",
      "       0.00346801, 0.00366653, 0.        , 0.        , 0.        ,\n",
      "       0.01733265, 0.        , 0.00615588, 0.        , 0.        ,\n",
      "       0.01095208, 0.        , 0.        , 0.0044044 , 0.        ,\n",
      "       0.        , 0.        , 0.00262799, 0.00201861, 0.        ,\n",
      "       0.        , 0.00381119, 0.01984866, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00011559, 0.00731369, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00112955, 0.01793282, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00157021, 0.        ,\n",
      "       0.        , 0.01273234, 0.00364024, 0.        , 0.00010544,\n",
      "       0.00022069, 0.        , 0.        , 0.00176729, 0.        ,\n",
      "       0.        , 0.        , 0.00077024, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00554344, 0.        , 0.        ,\n",
      "       0.00473654, 0.        , 0.00053566, 0.        , 0.00518773,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01527697,\n",
      "       0.        , 0.00056411, 0.        , 0.0125988 , 0.0029118 ,\n",
      "       0.00517229, 0.00366194, 0.        ], dtype=float32), 0.0035037975270950017, array([0.15282758, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.2817999 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03793633,\n",
      "       0.        , 0.        , 0.19340989, 0.        , 0.        ,\n",
      "       0.3791763 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.03350838, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.001905925627063843, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.0209543, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.5329635, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.06698030978441238, array([0.8331118 , 0.19561173, 0.08484768, 0.28136495, 0.38351965,\n",
      "       0.7079755 , 0.7940069 , 0.16287307, 0.56711924, 0.1828672 ,\n",
      "       0.6667795 , 0.        , 0.01615308, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00481388, 0.01615308, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0051681 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.6672326 , 0.        , 0.        ], dtype=float32), 0.6670119413609645, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       5.36867650e-04, 7.51746073e-02, 8.84864479e-03, 2.07382143e-02,\n",
      "       5.74630558e-01, 1.30731672e-01, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.06904539e-03, 5.25811454e-04,\n",
      "       1.46596119e-01, 0.00000000e+00, 2.52708211e-03, 0.00000000e+00,\n",
      "       1.85630482e-03, 1.40529545e-03, 2.99012363e-02, 0.00000000e+00,\n",
      "       8.15774687e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.35251915e-02, 1.02945469e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.75485809e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       8.12113464e-01, 2.81401374e-03, 2.69657582e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.67623710e-03, 2.85924911e-01, 3.05342060e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.65633915e-04, 0.00000000e+00, 1.75711010e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.72771712e-02, 0.00000000e+00, 4.41034548e-02,\n",
      "       0.00000000e+00, 2.93317670e-03, 0.00000000e+00, 5.17783966e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.07835007e-01, 1.94452691e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.33447079e-03,\n",
      "       1.38540510e-02, 0.00000000e+00, 0.00000000e+00, 4.36527701e-03,\n",
      "       3.79965417e-02, 1.60234392e-01, 7.49904709e-03, 2.71152798e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.39272928e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.36412185e-04, 1.81898894e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 4.47120555e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.36797521e-02, 0.00000000e+00,\n",
      "       1.23438635e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.46058444e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.49825355e-02, 6.61081016e-01, 0.00000000e+00, 0.00000000e+00],\n",
      "      dtype=float32), 0.04753744513074971, array([0.        , 0.02151779, 0.08015215, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.75683993, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01447246, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 1.2488713 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       4.268361  , 0.        , 0.27265915, 0.        , 0.        ,\n",
      "       0.03197417, 0.        , 0.        , 0.        , 0.50095713,\n",
      "       0.        , 1.7582535 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.3364072 , 0.        ], dtype=float32), 0.059235056858836205, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 11.73235 ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  9.747999,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.9203963875770569, array([0.08700117, 0.07967121, 0.03305428, 0.03953816, 0.04139545,\n",
      "       0.07775734, 0.06559142, 0.04989348, 0.07746775, 0.01525863,\n",
      "       0.09009302, 0.00357126, 0.00295651, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00289227, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.09008166, 0.0051925 , 0.        ,\n",
      "       0.00362349, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08933499445833396, array([0.        , 0.        , 0.        , 0.00135378, 0.00080572,\n",
      "       0.        , 0.        , 0.00247088, 0.        , 0.        ,\n",
      "       0.00160169, 0.        , 0.        , 0.        , 0.00064059,\n",
      "       0.08342844, 0.        , 0.0013483 , 0.00590468, 0.00070486,\n",
      "       0.00131288, 0.02480997, 0.00599306, 0.        , 0.00131148,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00978295, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0001115 , 0.00030588, 0.00190273,\n",
      "       0.00326175, 0.00110087, 0.03037171, 0.        , 0.00034246,\n",
      "       0.0023267 , 0.00398902, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00096173,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.05184385, 0.        ,\n",
      "       0.        , 0.00730941, 0.        , 0.0429267 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00552887, 0.        , 0.        , 0.        ,\n",
      "       0.00269409, 0.        , 0.00109841, 0.        , 0.        ,\n",
      "       0.        , 0.00480032, 0.        , 0.        , 0.00189201,\n",
      "       0.04964852, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00547422,\n",
      "       0.        , 0.        , 0.00146486, 0.        , 0.04849466,\n",
      "       0.00391938, 0.        , 0.00519768, 0.        , 0.        ,\n",
      "       0.        , 0.00755942, 0.        , 0.        , 0.0058121 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00281532,\n",
      "       0.        , 0.00076738, 0.        ], dtype=float32), 0.012973701467149911, array([0.        , 0.08041708, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.4118834 , 0.        , 0.26833782,\n",
      "       0.        , 0.0101755 , 0.        , 0.        , 0.00787519,\n",
      "       0.25489926, 0.187232  , 0.        , 0.        , 0.09183607,\n",
      "       0.        , 0.19354706, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01038746, 0.        , 0.92098385,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.1765873 , 0.        , 0.07405116, 0.        , 0.        ,\n",
      "       0.11138359, 0.        , 0.        , 0.        , 0.02405572,\n",
      "       0.        , 0.46859774, 0.        , 1.3075277 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.08037976,\n",
      "       0.        , 0.        , 0.06917352, 0.        ], dtype=float32), 0.027904118344125473, array([ 0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.10302075,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        , 16.175026  ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ], dtype=float32), 0.6513146162033081, array([0.03190458, 0.02768509, 0.02348504, 0.02270506, 0.06281344,\n",
      "       0.02197622, 0.02373087, 0.017854  , 0.0312582 , 0.01404332,\n",
      "       0.        , 0.        , 0.02707988, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01341659, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01498328, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01191892, 0.        , 0.        , 0.        , 0.01186874,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00292033,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.02707988291123844, array([0.00000000e+00, 0.00000000e+00, 1.27533672e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.36375753e-02, 3.29418504e-03, 3.34303157e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.98649921e-04, 0.00000000e+00,\n",
      "       1.68079394e-03, 0.00000000e+00, 1.28512550e-03, 6.71905093e-03,\n",
      "       9.73277376e-04, 0.00000000e+00, 3.73862800e-04, 5.11432951e-03,\n",
      "       4.33716848e-02, 0.00000000e+00, 2.16876972e-03, 3.00667342e-03,\n",
      "       0.00000000e+00, 8.59412772e-04, 4.78323549e-03, 1.31942495e-03,\n",
      "       8.92397389e-03, 0.00000000e+00, 7.29957810e-06, 0.00000000e+00,\n",
      "       9.39186290e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.44228684e-02, 2.11688057e-02, 0.00000000e+00, 1.70685910e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.37750435e-03, 0.00000000e+00,\n",
      "       2.90530454e-03, 7.06405891e-03, 7.48835620e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.23050611e-04, 8.65872856e-03,\n",
      "       1.33351597e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 7.48626189e-04, 9.22051072e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.02927964e-03, 1.71513502e-02, 1.18171808e-03, 3.24085890e-03,\n",
      "       0.00000000e+00, 6.38952898e-03, 6.57550432e-03, 1.03431381e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 5.51712932e-04,\n",
      "       0.00000000e+00, 1.25632179e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.73883658e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.36446038e-02,\n",
      "       5.27809327e-03, 0.00000000e+00, 0.00000000e+00, 1.56533960e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 7.37718306e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.94882809e-03, 1.69674400e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 8.97627510e-03, 0.00000000e+00,\n",
      "       4.38251207e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 6.53107767e-04, 0.00000000e+00, 3.49166011e-03,\n",
      "       1.10831854e-04, 0.00000000e+00, 2.94720829e-02, 0.00000000e+00],\n",
      "      dtype=float32), 0.001988874296079358, array([0.04969463, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.03292926, 0.        , 0.24509817, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.10110571,\n",
      "       0.        , 0.        , 0.0018969 , 0.        , 0.        ,\n",
      "       0.09729895, 0.022658  , 0.090526  , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.03490355,\n",
      "       0.        , 0.4037712 , 0.        , 0.14399177, 0.        ,\n",
      "       0.01699212, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02519609, 0.        ], dtype=float32), 0.005933300488978925, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.9080828, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.0965614, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.09728192538022995, array([0.12074492, 0.0390183 , 0.10924575, 0.09377313, 0.09699003,\n",
      "       0.02656755, 0.07401288, 0.10613051, 0.02875169, 0.02617281,\n",
      "       0.        , 0.        , 0.09167121, 0.        , 0.        ,\n",
      "       0.        , 0.00500107, 0.06758984, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01981109, 0.        , 0.        , 0.        ,\n",
      "       0.06950955, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01626662,\n",
      "       0.        , 0.00287361, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.09167120126454664, array([0.        , 0.00778165, 0.        , 0.        , 0.00469664,\n",
      "       0.05555942, 0.0275351 , 0.        , 0.        , 0.03785691,\n",
      "       0.00214495, 0.        , 0.        , 0.        , 0.02556675,\n",
      "       0.        , 0.02133705, 0.00979693, 0.00281912, 0.01033071,\n",
      "       0.22556433, 0.        , 0.00870455, 0.00070649, 0.        ,\n",
      "       0.00127626, 0.03195349, 0.00166382, 0.05578218, 0.        ,\n",
      "       0.00337771, 0.00523141, 0.        , 0.0035614 , 0.        ,\n",
      "       0.04410212, 0.03885946, 0.04768959, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01970807, 0.        , 0.        ,\n",
      "       0.00209974, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0095641 ,\n",
      "       0.        , 0.        , 0.01793035, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05663969,\n",
      "       0.        , 0.00196488, 0.        , 0.        , 0.02847975,\n",
      "       0.        , 0.02366443, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02077835, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00342251, 0.        , 0.        ,\n",
      "       0.        , 0.08124103, 0.0160759 , 0.        , 0.        ,\n",
      "       0.00026315, 0.        , 0.        , 0.0039869 , 0.00356464,\n",
      "       0.        , 0.        , 0.04675989, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.09491299, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01487146, 0.01885555,\n",
      "       0.        , 0.11497549, 0.        ], dtype=float32), 0.008236520207424982, array([0.04894719, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05388952,\n",
      "       0.01271367, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02517648, 0.        , 0.        , 0.        , 0.02782521,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00385511, 0.        , 0.        , 0.        , 0.03663436,\n",
      "       0.        , 0.        , 0.20760633, 0.        , 0.        ,\n",
      "       0.5133632 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0085397 ,\n",
      "       0.        , 0.53293234, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00553151,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.029484817407609797, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.03876155, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 1.2874846 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.19828879833221436, array([0.11921749, 0.10183848, 0.04064561, 0.02886488, 0.07683911,\n",
      "       0.09085211, 0.11428472, 0.04861633, 0.08908967, 0.1303746 ,\n",
      "       0.00356063, 0.        , 0.12687716, 0.        , 0.        ,\n",
      "       0.00125563, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.06480745, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00356063, 0.        , 0.08858624,\n",
      "       0.00906108, 0.01208247, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.12701522075993987, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.2142702e-02, 3.9566588e-02, 1.4389266e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.8073126e-04, 0.0000000e+00,\n",
      "       1.3068465e-04, 0.0000000e+00, 8.6627071e-05, 9.4353349e-04,\n",
      "       4.2024162e-03, 0.0000000e+00, 4.0402107e-02, 3.6327066e-04,\n",
      "       4.5322615e-01, 1.6617542e-03, 0.0000000e+00, 1.6123686e-03,\n",
      "       0.0000000e+00, 1.6527508e-04, 6.1610896e-02, 5.6616724e-03,\n",
      "       1.4394489e-03, 0.0000000e+00, 0.0000000e+00, 2.7902960e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.4479948e-02, 0.0000000e+00, 5.6946207e-02,\n",
      "       4.8500311e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1642519e-02, 8.2522840e-04, 5.4607395e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.6834816e-04, 5.0900787e-02, 5.8133015e-04,\n",
      "       1.1082175e-03, 0.0000000e+00, 5.5727055e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.8547188e-04, 1.7032007e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.1074672e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.9550240e-03,\n",
      "       0.0000000e+00, 7.9623441e-04, 1.0865625e-02, 0.0000000e+00,\n",
      "       3.9681062e-02, 1.0932140e-01, 0.0000000e+00, 1.9729341e-05,\n",
      "       0.0000000e+00, 1.0172586e-01, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.9749024e-04, 0.0000000e+00, 6.4216543e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5168080e-01,\n",
      "       1.9848754e-01, 6.7631155e-04, 0.0000000e+00, 6.8108214e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.7904430e-04, 0.0000000e+00,\n",
      "       1.6471976e-04, 0.0000000e+00, 8.3494365e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.3911487e-04, 9.5768683e-03, 0.0000000e+00,\n",
      "       1.6411090e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0790926e-03, 0.0000000e+00, 0.0000000e+00, 2.2178877e-03,\n",
      "       6.2414759e-04, 7.7263790e-04, 0.0000000e+00, 6.5768592e-02,\n",
      "       1.9948247e-03, 1.5874414e-03, 2.5279966e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.022561536338777534, array([0.20071615, 0.        , 0.00287514, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05628488, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01209874, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.06169662, 0.        , 0.04140067, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       1.5356487 , 0.08104663, 0.16861287, 0.        , 0.        ,\n",
      "       0.03368139, 0.        , 0.        , 0.        , 0.01378174,\n",
      "       0.09129592, 1.7287896 , 0.        , 0.02355984, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01845644, 0.        ], dtype=float32), 0.08136474119465098, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 8.687438 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.6885073, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.7958588004112244, array([0.1788394 , 0.0613964 , 0.12987189, 0.06360023, 0.02848004,\n",
      "       0.07466584, 0.07285937, 0.15632498, 0.16741127, 0.05564616,\n",
      "       0.00242395, 0.        , 0.02977846, 0.05428204, 0.05348757,\n",
      "       0.        , 0.00321167, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01498762, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00242395, 0.        , 0.0091028 ,\n",
      "       0.        , 0.02717166, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.06191614780520972, array([0.0000000e+00, 1.5165545e-04, 7.7085727e-04, 0.0000000e+00,\n",
      "       3.1585111e-03, 0.0000000e+00, 1.8382512e-02, 9.1450769e-05,\n",
      "       0.0000000e+00, 7.5820374e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.9019868e-04, 0.0000000e+00, 3.5229407e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.3016834e-02, 1.4958545e-03, 3.4638736e-02,\n",
      "       2.3521771e-01, 5.1191356e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4044443e-03, 0.0000000e+00,\n",
      "       3.2123460e-03, 0.0000000e+00, 0.0000000e+00, 5.0600506e-03,\n",
      "       4.7181185e-02, 2.5484202e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.1023271e-02, 3.1535290e-02, 6.3353991e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.5634926e-05, 1.9584885e-02,\n",
      "       8.0094030e-03, 1.0629796e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.2942276e-05, 5.3201400e-04,\n",
      "       0.0000000e+00, 5.1828146e-02, 3.2702114e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.8326847e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.5818974e-04, 3.7211012e-02, 0.0000000e+00, 3.9079920e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.9028617e-03, 4.5816044e-04,\n",
      "       1.4059340e-04, 0.0000000e+00, 3.5733063e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.7042530e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.2435444e-02,\n",
      "       4.6915654e-02, 0.0000000e+00, 2.9472496e-02, 4.0361777e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.1025273e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.3310796e-02, 1.1050708e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8432243e-02, 0.0000000e+00,\n",
      "       7.6734774e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.5599228e-03, 0.0000000e+00, 0.0000000e+00, 5.7989851e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.3718092e-04, 2.8011389e-04, 2.0362866e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.004027857050946356, array([0.        , 0.        , 0.13161457, 0.        , 0.        ,\n",
      "       0.02008718, 0.        , 0.31804913, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00699494, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00262342, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01839292, 0.03368408, 0.        ,\n",
      "       0.        , 0.        , 0.04375568, 0.        , 0.        ,\n",
      "       0.32243747, 0.        , 0.08846001, 0.        , 0.        ,\n",
      "       0.06351481, 0.        , 0.        , 0.        , 0.08167934,\n",
      "       0.        , 1.9079318 , 0.1343195 , 0.14911327, 0.        ,\n",
      "       0.        , 0.11232277, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01388688, 0.        ], dtype=float32), 0.02254777050885641, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 4.777851 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 4.8169284, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.01464139111340046, array([0.11841084, 0.13703738, 0.13523766, 0.09151018, 0.09937567,\n",
      "       0.24871683, 0.07502279, 0.2411677 , 0.2008902 , 0.13518946,\n",
      "       0.14583948, 0.        , 0.02181863, 0.00131507, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00131507, 0.        ,\n",
      "       0.00329538, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01587698, 0.01012665, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.14616679, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01212403], dtype=float32), 0.14601259948303566, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.1649598e-04,\n",
      "       4.4598007e-03, 9.1595692e-04, 1.6341529e-04, 4.4512921e-03,\n",
      "       0.0000000e+00, 2.9936882e-02, 1.1245135e-02, 0.0000000e+00,\n",
      "       1.9067364e-03, 0.0000000e+00, 3.3804071e-03, 5.8630998e-03,\n",
      "       4.2098250e-02, 0.0000000e+00, 2.6799721e-04, 5.3794749e-02,\n",
      "       8.1492914e-03, 3.0638136e-03, 4.9696318e-03, 6.4263098e-02,\n",
      "       4.1524642e-03, 0.0000000e+00, 6.8478198e-03, 3.9406829e-03,\n",
      "       3.4656401e-03, 0.0000000e+00, 3.0003977e-03, 6.5161486e-04,\n",
      "       0.0000000e+00, 1.4402200e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9042955e-03, 2.7551891e-03, 0.0000000e+00, 2.3647074e-02,\n",
      "       1.1929438e-03, 0.0000000e+00, 0.0000000e+00, 1.1890470e-03,\n",
      "       8.9658543e-02, 1.5697567e-03, 3.3214256e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.9295051e-02, 1.1091913e-02, 0.0000000e+00,\n",
      "       7.6492354e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.6310205e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.9541416e-03, 2.1929482e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.1939773e-03, 5.3844177e-03,\n",
      "       0.0000000e+00, 2.7605779e-03, 2.2213296e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.1295262e-02,\n",
      "       5.7613598e-03, 4.8156060e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.3296388e-02, 0.0000000e+00, 7.2264527e-03,\n",
      "       1.2279498e-02, 0.0000000e+00, 0.0000000e+00, 1.3228754e-03,\n",
      "       1.5555080e-02, 2.0001177e-03, 1.5045043e-04, 8.9935735e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.7493378e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.6779601e-02, 5.3884368e-03,\n",
      "       5.6997652e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.1809166e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.5104270e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.8992348e-03, 0.0000000e+00, 0.0000000e+00, 1.0913658e-01,\n",
      "       8.6497515e-03, 2.9857969e-02, 0.0000000e+00, 1.0607200e-04,\n",
      "       7.6237239e-02, 3.8747762e-03, 5.7174787e-03, 8.3310086e-05],\n",
      "      dtype=float32), 0.0056064841201055845, array([1.0677299e-01, 0.0000000e+00, 8.2115870e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.2616113e-02,\n",
      "       0.0000000e+00, 3.3631794e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.8271178e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.8315146e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.7307377e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.0185345e-02, 2.0431490e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.2940451e-01, 0.0000000e+00, 1.3198307e-02, 1.1946105e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0887493e-01, 0.0000000e+00, 3.0786395e-01,\n",
      "       5.9740335e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.5634167e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.010802062757185121, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.9808539, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.3809464, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.14277616143226624, array([0.10178152, 0.10354752, 0.08682425, 0.11107074, 0.13868055,\n",
      "       0.08116321, 0.07100581, 0.05649343, 0.08663179, 0.04759359,\n",
      "       0.05121741, 0.        , 0.09761948, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01678734, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.01272947, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00021755, 0.0912862 , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.05122508, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00443775, 0.        , 0.        ], dtype=float32), 0.11022348452159368, array([0.0000000e+00, 3.6402699e-03, 0.0000000e+00, 5.0173167e-02,\n",
      "       2.6497630e-02, 1.0461826e-02, 4.0104392e-04, 0.0000000e+00,\n",
      "       4.2961676e-02, 0.0000000e+00, 3.0248272e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2197282e-02, 2.8103247e-02,\n",
      "       0.0000000e+00, 5.2908981e-05, 7.5675349e-04, 0.0000000e+00,\n",
      "       4.5466721e-02, 0.0000000e+00, 4.8032897e-03, 3.5988798e-03,\n",
      "       1.6694352e-02, 1.2785859e-02, 3.6768578e-03, 0.0000000e+00,\n",
      "       1.0153300e-02, 0.0000000e+00, 2.4893586e-02, 1.5843756e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.5967415e-05,\n",
      "       0.0000000e+00, 3.8613740e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.9492984e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.6770293e-02, 5.5106968e-02, 1.7627148e-02, 1.7571246e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8756969e-02, 8.8748842e-04,\n",
      "       1.9621705e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.9484864e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2847382e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0049405e-02, 0.0000000e+00, 8.4601593e-04,\n",
      "       0.0000000e+00, 3.1380150e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9253913e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3976068e-04, 0.0000000e+00, 0.0000000e+00, 1.2339442e-02,\n",
      "       1.7664101e-02, 2.4361187e-03, 0.0000000e+00, 1.7950568e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.6727723e-03, 3.2256231e-02,\n",
      "       2.7163215e-03, 0.0000000e+00, 2.8318982e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.8773437e-02, 3.4776418e-03, 0.0000000e+00,\n",
      "       2.7406160e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1902782e-05, 0.0000000e+00, 0.0000000e+00, 9.3854314e-06,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7790550e-03,\n",
      "       1.4189025e-03, 0.0000000e+00, 1.0235680e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.0067646497141839795, array([0.        , 0.20784119, 0.47247112, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02758154, 0.        , 0.22305883,\n",
      "       0.        , 0.        , 0.        , 0.02117438, 0.        ,\n",
      "       0.        , 0.        , 0.05380239, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06530096, 0.        , 0.        ,\n",
      "       0.20432585, 0.        , 0.01220533, 0.        , 0.        ,\n",
      "       0.00538307, 0.        , 0.        , 0.        , 0.00420173,\n",
      "       0.        , 0.14755592, 0.19820662, 0.3579589 , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.005760388989211226, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 2.745236 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.4137875, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.44591811299324036, array([0.2236464 , 0.14454229, 0.12365182, 0.04107859, 0.03297479,\n",
      "       0.09636883, 0.13467404, 0.1780633 , 0.03846797, 0.07556625,\n",
      "       0.02646353, 0.        , 0.01330385, 0.09341875, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.09341875, 0.        ,\n",
      "       0.        , 0.        , 0.00491951, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00585904, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02607472, 0.00457593, 0.00744679,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00412832], dtype=float32), 0.0965122368228491, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.5409213e-04, 1.4020533e-04, 3.9288024e-03, 6.4488731e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.0162623e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.2129175e-03,\n",
      "       5.6569306e-03, 3.6135063e-02, 1.0674392e-02, 0.0000000e+00,\n",
      "       2.4072033e-01, 4.8091454e-03, 6.3661430e-03, 1.2282680e-02,\n",
      "       2.0297738e-03, 0.0000000e+00, 7.0986956e-02, 7.3741577e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1992381e-03, 0.0000000e+00, 6.4513409e-03,\n",
      "       0.0000000e+00, 1.3408020e-02, 0.0000000e+00, 1.6540108e-03,\n",
      "       0.0000000e+00, 9.8921882e-04, 1.3142519e-03, 2.6369410e-02,\n",
      "       8.2409913e-03, 0.0000000e+00, 2.0018721e-03, 8.2139054e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.3125931e-03, 5.8999448e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.9963336e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.9677074e-03, 1.3269137e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0521076e-01, 3.0461809e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.2461464e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.1595595e-02, 0.0000000e+00, 7.8280978e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.1650700e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.8629595e-02, 0.0000000e+00,\n",
      "       1.7718546e-03, 1.6030488e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.4092704e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.8256737e-02,\n",
      "       1.0673675e-02, 0.0000000e+00, 4.0318388e-03, 7.1094604e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.2308411e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1998160e-01, 3.3676731e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.8345144e-03,\n",
      "       0.0000000e+00, 2.2787324e-03, 1.7675750e-03, 0.0000000e+00,\n",
      "       1.2013141e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4437920e-02, 0.0000000e+00, 0.0000000e+00, 3.6951087e-02,\n",
      "       5.1906700e-03, 0.0000000e+00, 0.0000000e+00, 4.2528533e-03,\n",
      "       1.7356647e-02, 9.0333847e-03, 1.7079957e-01, 0.0000000e+00],\n",
      "      dtype=float32), 0.009007607235466286, array([0.04193479, 0.        , 0.03471393, 0.        , 0.        ,\n",
      "       0.04868501, 0.        , 0.00564261, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00371565,\n",
      "       0.01575517, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00881158, 0.        , 0.        ,\n",
      "       0.        , 0.05420764, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00648189, 0.14272037, 0.        , 0.22872475,\n",
      "       0.        , 0.        , 0.03832962, 0.0138994 , 0.        ,\n",
      "       0.965103  , 0.02963458, 0.20077464, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05918008,\n",
      "       0.00733032, 1.609529  , 0.07838244, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00859035,\n",
      "       0.        , 0.        , 0.00895211, 0.        ], dtype=float32), 0.024602837304081127, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 5.9633055, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 5.0021205, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.04219779372215271, array([0.19031991, 0.19204277, 0.08451956, 0.14859554, 0.12603307,\n",
      "       0.1773664 , 0.12259916, 0.15537292, 0.09391616, 0.09519129,\n",
      "       0.01647034, 0.        , 0.14930679, 0.        , 0.        ,\n",
      "       0.00056184, 0.        , 0.0009553 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.14008145, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01647034, 0.        , 0.04981307,\n",
      "       0.0085088 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.14806504219893982, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.67530127e-04, 7.64631527e-03, 0.00000000e+00, 8.70851334e-03,\n",
      "       3.79374344e-03, 4.37432807e-03, 1.10774876e-04, 3.87127548e-05,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.10946072e-03, 3.31336111e-02,\n",
      "       6.27616346e-02, 0.00000000e+00, 4.46908250e-02, 3.14333779e-03,\n",
      "       9.65401679e-02, 0.00000000e+00, 3.24947350e-02, 5.35685867e-02,\n",
      "       0.00000000e+00, 4.13846719e-04, 3.21430080e-02, 2.59481855e-02,\n",
      "       2.37669167e-03, 0.00000000e+00, 3.25193745e-03, 1.04938983e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.39848026e-03, 3.99073660e-02, 0.00000000e+00, 7.53734857e-02,\n",
      "       6.29271555e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.63037312e-02, 3.56306857e-03, 6.07557073e-02, 2.36336910e-03,\n",
      "       0.00000000e+00, 3.28103104e-03, 3.01379785e-02, 2.36215647e-02,\n",
      "       7.24657089e-04, 4.05433262e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 9.54353949e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 5.09793796e-02, 5.19003393e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 8.46098177e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.75055149e-02, 1.71415266e-02, 6.52903914e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.43316980e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 6.25338927e-02,\n",
      "       7.92042166e-03, 6.37003258e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.69229168e-02,\n",
      "       8.14552605e-03, 0.00000000e+00, 0.00000000e+00, 1.64069012e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.23147154e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 6.32073954e-02, 2.41725594e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 9.20897466e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.30339635e-03, 0.00000000e+00,\n",
      "       1.67273183e-03, 0.00000000e+00, 6.41860068e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.15884894e-02,\n",
      "       0.00000000e+00, 3.36533822e-02, 0.00000000e+00, 1.18582463e-03,\n",
      "       2.94913612e-02, 1.38798160e-02, 1.00137033e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.012717376334158266, array([0.02994825, 0.        , 0.01125083, 0.        , 0.        ,\n",
      "       0.0034145 , 0.        , 0.03293953, 0.        , 0.01271218,\n",
      "       0.        , 0.01604308, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01664082, 0.        , 0.00625749,\n",
      "       0.00340519, 0.        , 0.        , 0.        , 0.0027484 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.01198732,\n",
      "       0.02337148, 0.        , 0.01469432, 0.        , 0.1484383 ,\n",
      "       0.        , 0.        , 0.02502898, 0.02885439, 0.        ,\n",
      "       1.7844316 , 0.        , 0.04500169, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.21238816,\n",
      "       0.        , 1.2774935 , 0.        , 0.01163054, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00241337,\n",
      "       0.        , 0.        , 0.00407174, 0.        ], dtype=float32), 0.04859038597044582, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 8.105462 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 2.8382304, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.46589305996894836, array([0.02086538, 0.02968902, 0.01153741, 0.02073005, 0.01641252,\n",
      "       0.0197805 , 0.02133798, 0.01717256, 0.01959398, 0.01047256,\n",
      "       0.01334305, 0.0100316 , 0.01336199, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00408068, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01267508, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0171478 , 0.        ], dtype=float32), 0.02180098172937762, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 9.4422122e-04,\n",
      "       0.0000000e+00, 1.2544483e-03, 0.0000000e+00, 2.0811444e-03,\n",
      "       3.9591496e-03, 4.1358563e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.8959319e-04,\n",
      "       4.7228034e-03, 0.0000000e+00, 3.7025409e-03, 4.2365375e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.5811792e-03, 2.3455548e-03,\n",
      "       0.0000000e+00, 5.4678037e-03, 1.2360385e-02, 6.0965080e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.8109374e-03,\n",
      "       7.5956210e-05, 3.3715621e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       5.6611043e-03, 0.0000000e+00, 0.0000000e+00, 1.3360198e-03,\n",
      "       2.9173712e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6395943e-02, 0.0000000e+00, 8.5729202e-03, 1.0053165e-03,\n",
      "       0.0000000e+00, 2.2322726e-03, 1.2916600e-02, 9.3547464e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.4139643e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.3446295e-03, 2.7386374e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.0851894e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 4.2065021e-04, 1.3452683e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.8602211e-03, 1.8332025e-02,\n",
      "       3.6332701e-04, 1.2715669e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.7076401e-04, 0.0000000e+00, 1.8858019e-03,\n",
      "       6.7661400e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.8415591e-03, 1.3087771e-03, 6.8403693e-04, 4.4693914e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.4241549e-04, 1.3286065e-03,\n",
      "       4.8893003e-04, 0.0000000e+00, 0.0000000e+00, 1.3260875e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4314447e-03, 0.0000000e+00, 2.6575179e-04,\n",
      "       3.3468977e-03, 0.0000000e+00, 1.9981654e-03, 0.0000000e+00,\n",
      "       2.8156064e-02, 0.0000000e+00, 0.0000000e+00, 5.0676633e-03,\n",
      "       2.2731884e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.5117325e-03, 2.4574641e-03, 7.3484192e-04, 1.7862631e-03],\n",
      "      dtype=float32), 0.0022590113286596217, array([0.        , 0.        , 0.06290316, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03895177, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01815025, 0.        , 0.        , 0.        , 0.01614945,\n",
      "       0.        , 0.        , 0.05040502, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.09567341, 0.        , 0.03980538,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04473696, 0.        , 0.04969627, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.33271086,\n",
      "       0.        , 0.07009082, 0.16429657, 0.        , 0.        ,\n",
      "       0.        , 0.08717722, 0.        , 0.        , 0.01933476,\n",
      "       0.        , 0.        , 0.06559975, 0.        ], dtype=float32), 0.02120878518554808, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.7087448, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 3.9159648, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.25468000769615173, array([0.01988586, 0.01705718, 0.00998414, 0.02447055, 0.01623191,\n",
      "       0.01622237, 0.01659769, 0.00767611, 0.01524052, 0.03160643,\n",
      "       0.02054117, 0.00295905, 0.00398203, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00402081, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00504166, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.02001999, 0.00295905], dtype=float32), 0.021467694720343582, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6405457e-03,\n",
      "       0.0000000e+00, 2.3865534e-05, 0.0000000e+00, 4.3920027e-03,\n",
      "       2.7382644e-02, 3.7439429e-04, 3.8323877e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.7431112e-03, 0.0000000e+00, 4.4903751e-03, 1.2774577e-03,\n",
      "       1.4063490e-03, 1.4250289e-04, 5.0563823e-02, 9.9084864e-04,\n",
      "       1.8059307e-03, 3.1691613e-03, 3.0095479e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0850866e-03, 1.6264177e-05,\n",
      "       0.0000000e+00, 6.3155690e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.4482021e-04, 6.4016000e-04, 0.0000000e+00, 2.1542157e-03,\n",
      "       8.9906966e-03, 0.0000000e+00, 0.0000000e+00, 9.7790362e-05,\n",
      "       3.6057010e-02, 3.9427276e-03, 2.4846457e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.1358609e-03, 1.6775359e-03,\n",
      "       5.5187335e-04, 1.4660922e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.1300911e-04, 4.5939881e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7340604e-04,\n",
      "       0.0000000e+00, 2.5122557e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.8275996e-05, 1.5741034e-05, 1.2628880e-04,\n",
      "       1.6379887e-02, 8.5181044e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.3548071e-03, 0.0000000e+00, 7.0448788e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.1258576e-04,\n",
      "       2.4697263e-04, 6.5970566e-04, 1.4464428e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.5600093e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0924701e-04,\n",
      "       4.3468998e-04, 0.0000000e+00, 0.0000000e+00, 1.2141564e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.9048500e-04,\n",
      "       5.3191907e-03, 0.0000000e+00, 2.8586576e-03, 0.0000000e+00,\n",
      "       1.0205579e-03, 0.0000000e+00, 0.0000000e+00, 8.0914190e-03,\n",
      "       1.1546439e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.5388103e-02, 4.6244696e-02, 0.0000000e+00, 6.7058601e-03],\n",
      "      dtype=float32), 0.002536274959225065, array([0.31320828, 0.        , 0.04085165, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.08283348, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04244849,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.40991387, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.11283494, 0.08304135, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.015886985550961717, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 1.250542 , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 4.5922136, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.38589900732040405, array([0.13559058, 0.09376928, 0.369035  , 0.02561873, 0.37746668,\n",
      "       0.18824607, 0.08551189, 0.35291559, 0.1695667 , 0.05711248,\n",
      "       0.00977044, 0.03014043, 0.25098792, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.25149894, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.03015682, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00977044, 0.        , 0.00901263,\n",
      "       0.00209403, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00478651, 0.        , 0.        ], dtype=float32), 0.25453193273776864, array([0.0000000e+00, 8.2184389e-02, 6.0505583e-04, 0.0000000e+00,\n",
      "       3.1108644e-02, 3.0417463e-03, 0.0000000e+00, 1.5849465e-03,\n",
      "       1.2534028e-03, 2.5186446e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.9731961e-03, 0.0000000e+00, 2.5218159e-03, 0.0000000e+00,\n",
      "       1.3529740e-03, 1.4957542e-02, 1.7639078e-02, 1.5784638e-03,\n",
      "       3.0853942e-01, 0.0000000e+00, 3.1567987e-02, 4.9560969e-03,\n",
      "       1.3396420e-03, 7.7787191e-03, 1.7699786e-02, 1.4449941e-03,\n",
      "       5.7713084e-02, 0.0000000e+00, 6.3416079e-02, 0.0000000e+00,\n",
      "       1.9903440e-04, 2.7174377e-05, 0.0000000e+00, 1.2551207e-03,\n",
      "       0.0000000e+00, 6.1259806e-02, 0.0000000e+00, 4.2618630e-03,\n",
      "       3.0674930e-03, 0.0000000e+00, 3.0357501e-02, 5.2564638e-03,\n",
      "       3.8339637e-02, 0.0000000e+00, 4.5242128e-03, 6.0107622e-02,\n",
      "       0.0000000e+00, 4.2221681e-03, 0.0000000e+00, 1.4026114e-03,\n",
      "       4.1569797e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.3931739e-03, 7.1587912e-03, 1.1970103e-03,\n",
      "       0.0000000e+00, 5.4380279e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0825538e-04, 2.1600543e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.0043135e-02, 0.0000000e+00, 0.0000000e+00, 6.3548260e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.1425751e-02,\n",
      "       0.0000000e+00, 2.3268177e-03, 0.0000000e+00, 3.5684032e-03,\n",
      "       2.7339350e-02, 4.2367750e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.5832797e-03, 0.0000000e+00, 6.6620238e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.6342218e-01,\n",
      "       0.0000000e+00, 5.4681823e-03, 1.2660407e-03, 7.5943461e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.0928943e-04, 7.9118641e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.0957608e-03, 3.3544432e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.6948256e-03, 2.4335720e-02, 0.0000000e+00,\n",
      "       7.7151107e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.2600733e-03,\n",
      "       1.3979544e-03, 2.8833209e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.1901923e-03, 3.7448764e-02, 2.5477223e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.014145826053660342, array([0.06405056, 0.        , 0.26079813, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.06807853, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0043232 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0105854 ,\n",
      "       0.        , 0.        , 0.21052864, 0.00407571, 0.        ,\n",
      "       0.3357991 , 0.        , 0.05761135, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04087587,\n",
      "       0.        , 1.2298737 , 0.0253465 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.023933925863885507, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0148852e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.5218410e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.3874548077583313, array([0.04294349, 0.03802917, 0.02525751, 0.0318401 , 0.02070797,\n",
      "       0.01846517, 0.01933483, 0.02533566, 0.02440858, 0.01606474,\n",
      "       0.00090908, 0.        , 0.03218731, 0.        , 0.        ,\n",
      "       0.00255234, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02235477, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.01675631, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01579985, 0.        , 0.00090908], dtype=float32), 0.03224767494200461, array([0.0000000e+00, 1.6679311e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.0959260e-03, 1.6825181e-02, 0.0000000e+00,\n",
      "       3.8105711e-02, 3.0777813e-03, 4.1257701e-04, 6.2751556e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.4689947e-03, 1.8079508e-03,\n",
      "       5.4542102e-02, 0.0000000e+00, 0.0000000e+00, 1.4379100e-03,\n",
      "       6.9509745e-03, 0.0000000e+00, 1.1036947e-02, 1.0230321e-03,\n",
      "       1.4972711e-03, 0.0000000e+00, 1.6818332e-02, 3.7333567e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.7212454e-02,\n",
      "       5.1969928e-03, 0.0000000e+00, 0.0000000e+00, 1.0398428e-03,\n",
      "       0.0000000e+00, 1.0106475e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       4.6216205e-02, 0.0000000e+00, 1.3950242e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.2708464e-02, 6.6946116e-03,\n",
      "       3.5174438e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.1303223e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.8689567e-03, 0.0000000e+00, 0.0000000e+00, 1.3005169e-03,\n",
      "       0.0000000e+00, 1.2835323e-02, 0.0000000e+00, 1.5485665e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.2360172e-02, 0.0000000e+00,\n",
      "       8.0425339e-03, 4.5977673e-03, 0.0000000e+00, 7.9410709e-04,\n",
      "       4.8195373e-04, 5.9202290e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.7181843e-03, 0.0000000e+00, 0.0000000e+00, 1.0080605e-02,\n",
      "       1.8284000e-02, 0.0000000e+00, 0.0000000e+00, 1.8586864e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.5771537e-04, 4.5725223e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.1264997e-02, 4.7246699e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.5212557e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 6.2265154e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.2292484e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.7867190e-03,\n",
      "       0.0000000e+00, 7.6328150e-05, 4.4503126e-02, 0.0000000e+00],\n",
      "      dtype=float32), 0.0053972822111215246, array([0.        , 0.        , 0.19008517, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.12296867, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.0752755 , 0.        ,\n",
      "       0.09411784, 0.        , 0.01930689, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04492981, 0.02547854, 0.        ,\n",
      "       0.        , 0.        , 0.00199707, 0.011217  , 0.        ,\n",
      "       0.77266204, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.05616754,\n",
      "       0.        , 0.5608364 , 0.01914173, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.010487469468383605, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 3.8726902, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.1499618, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.08863146603107452, array([0.04743822, 0.05837713, 0.04721308, 0.02623671, 0.03487445,\n",
      "       0.06588765, 0.02474021, 0.01461577, 0.02592054, 0.03888329,\n",
      "       0.0205381 , 0.00282736, 0.04980876, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.0001609 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04698579,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00617635, 0.01904956, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00319675, 0.        , 0.        ,\n",
      "       0.00125649, 0.01027008, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.05363733500544289, array([0.0000000e+00, 8.8015402e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.3135640e-04, 5.9382888e-03, 2.9112434e-04, 3.1980616e-03,\n",
      "       0.0000000e+00, 1.6518414e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 7.3390440e-03, 0.0000000e+00,\n",
      "       2.2043802e-03, 0.0000000e+00, 5.0571444e-03, 2.5203056e-03,\n",
      "       7.2936289e-02, 0.0000000e+00, 0.0000000e+00, 1.4203999e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.4510454e-04, 2.2877732e-03,\n",
      "       1.8777642e-03, 0.0000000e+00, 8.6322322e-04, 5.3715319e-03,\n",
      "       8.6228689e-04, 8.0463160e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.3686438e-03, 4.5244403e-02, 0.0000000e+00, 2.2626760e-04,\n",
      "       6.2365644e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.5483285e-03, 4.4450539e-05, 8.6774048e-04, 0.0000000e+00,\n",
      "       3.1156145e-04, 6.0949451e-04, 3.8817876e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.9076248e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 8.9687509e-03, 1.0864291e-03, 7.8135211e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.6654140e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4565945e-02, 0.0000000e+00, 5.5471661e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4195333e-03, 0.0000000e+00,\n",
      "       1.4056294e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.4332344e-03, 7.1262624e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 4.3440466e-03,\n",
      "       3.4812090e-03, 0.0000000e+00, 0.0000000e+00, 8.2266249e-02,\n",
      "       1.5665420e-03, 0.0000000e+00, 0.0000000e+00, 2.4591095e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.1602111e-03, 8.8552358e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0217433e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.0291710e-02, 1.5283593e-03,\n",
      "       9.4668204e-03, 0.0000000e+00, 4.4313511e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 6.5012807e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 5.6168908e-04,\n",
      "       5.6002224e-03, 2.7448134e-03, 7.1669564e-02, 3.5332956e-03],\n",
      "      dtype=float32), 0.005013286562267405, array([0.18555187, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.03205382, 0.        , 0.0444419 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.02694589, 0.04464928, 0.05686018, 0.        , 0.10192314,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.18548968, 0.        , 0.10140712, 0.06302755, 0.00792732,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.2234383 , 0.04675316, 0.03631023, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.25799206,\n",
      "       0.        , 0.17873476, 0.        , 0.        , 0.        ,\n",
      "       0.01033348, 0.07237247, 0.        , 0.        , 0.03871782,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.008018943521095263, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.29863626, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 1.545961  ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.15060490369796753, array([0.00669898, 0.01298966, 0.01503538, 0.01435079, 0.0101241 ,\n",
      "       0.00932842, 0.00963742, 0.00991337, 0.00920071, 0.01114637,\n",
      "       0.00384105, 0.        , 0.01192086, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00361018, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00384105, 0.        , 0.00054681,\n",
      "       0.01164815, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.012782610679104486, array([0.0000000e+00, 7.4644061e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       8.4379432e-04, 1.2009697e-03, 3.2529174e-03, 1.5803475e-03,\n",
      "       2.6256920e-04, 3.3042772e-04, 1.8546062e-03, 1.6010523e-05,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3409950e-03, 0.0000000e+00, 2.3405391e-03, 1.7467832e-02,\n",
      "       5.7302960e-03, 4.4454113e-04, 0.0000000e+00, 6.5453624e-04,\n",
      "       0.0000000e+00, 5.6221971e-04, 9.0840936e-04, 3.4607181e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.4012592e-03, 4.0175989e-03,\n",
      "       0.0000000e+00, 2.8075499e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.2754937e-03, 1.5255666e-04, 1.3914053e-02,\n",
      "       1.3308828e-03, 1.2736571e-03, 2.3538328e-03, 0.0000000e+00,\n",
      "       9.4387429e-03, 0.0000000e+00, 2.6254093e-03, 9.1775430e-05,\n",
      "       0.0000000e+00, 2.0378747e-04, 5.1462748e-03, 3.2914758e-03,\n",
      "       0.0000000e+00, 6.7174452e-04, 9.6285535e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.2606899e-04, 3.5475753e-04, 7.4747509e-06,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.0311831e-04, 0.0000000e+00, 0.0000000e+00, 2.9747997e-04,\n",
      "       5.6989072e-04, 0.0000000e+00, 3.3604680e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.6702159e-03, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.9044647e-04, 5.0708745e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.4480550e-04, 0.0000000e+00, 0.0000000e+00, 9.1626641e-04,\n",
      "       3.6405463e-04, 0.0000000e+00, 0.0000000e+00, 4.4700033e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.9543280e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.6934984e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.8688584e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.2362406e-03, 0.0000000e+00,\n",
      "       3.6375024e-04, 0.0000000e+00, 6.4931141e-05, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.8359331e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.1013575e-04,\n",
      "       1.3741321e-03, 2.1255317e-03, 4.5532695e-04, 8.3970116e-04],\n",
      "      dtype=float32), 0.0018937813085970917, array([0.37489873, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00832169, 0.        , 0.17415953, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0150602 ,\n",
      "       0.        , 0.01019278, 0.01839568, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00717274, 0.        , 0.        , 0.        ,\n",
      "       0.01978624, 0.        , 0.08180455, 0.09429099, 0.25367004,\n",
      "       0.        , 0.        , 0.03129039, 0.01803815, 0.        ,\n",
      "       0.00591651, 0.05329437, 0.10130778, 0.        , 0.        ,\n",
      "       0.01989035, 0.        , 0.        , 0.        , 0.11414531,\n",
      "       0.        , 0.04931518, 0.07391202, 0.        , 0.        ,\n",
      "       0.        , 0.00270901, 0.        , 0.        , 0.00913681,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.006640530813229553, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04405751, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 5.8388805 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.22534474730491638, array([0.02746858, 0.06767288, 0.00991188, 0.05817999, 0.04103609,\n",
      "       0.01850658, 0.05264168, 0.02323792, 0.05811354, 0.03723036,\n",
      "       0.00438678, 0.        , 0.05120027, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.04762662,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.00208484, 0.        , 0.01272325, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00362789, 0.        , 0.        ,\n",
      "       0.00684804, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00932868, 0.        ], dtype=float32), 0.05179426519110319, array([0.        , 0.        , 0.        , 0.00071639, 0.00200027,\n",
      "       0.        , 0.00283526, 0.00606355, 0.00210165, 0.        ,\n",
      "       0.00516565, 0.00334887, 0.        , 0.        , 0.        ,\n",
      "       0.00214266, 0.        , 0.        , 0.0016913 , 0.00413469,\n",
      "       0.06436428, 0.00073251, 0.02415567, 0.        , 0.0168286 ,\n",
      "       0.        , 0.04739161, 0.0010385 , 0.        , 0.        ,\n",
      "       0.00324491, 0.00067793, 0.        , 0.        , 0.        ,\n",
      "       0.0012314 , 0.00521404, 0.00121389, 0.00735668, 0.00359343,\n",
      "       0.        , 0.        , 0.001105  , 0.        , 0.06981759,\n",
      "       0.00017565, 0.05086505, 0.02248915, 0.00095803, 0.        ,\n",
      "       0.03136205, 0.00835436, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00414411, 0.06618571, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00078337, 0.        ,\n",
      "       0.        , 0.00598091, 0.        , 0.00261162, 0.        ,\n",
      "       0.        , 0.04135438, 0.        , 0.        , 0.03697628,\n",
      "       0.01114144, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.00161852, 0.        ,\n",
      "       0.        , 0.00287481, 0.00108276, 0.        , 0.00301078,\n",
      "       0.005205  , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.05596489, 0.        , 0.03131035, 0.00179492, 0.        ,\n",
      "       0.        , 0.        , 0.00062038, 0.        , 0.        ,\n",
      "       0.0023982 , 0.        , 0.00013675, 0.        , 0.        ,\n",
      "       0.        , 0.0008708 , 0.        , 0.        , 0.00041835,\n",
      "       0.        , 0.01248772, 0.        , 0.        , 0.00902873,\n",
      "       0.        , 0.07990631, 0.00206053], dtype=float32), 0.0056492209982164, array([0.        , 0.        , 0.2155142 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.19355415, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0503289 ,\n",
      "       0.0084276 , 0.        , 0.41130957, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.04361443, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00437878, 0.        , 0.11994829,\n",
      "       0.        , 0.        , 0.00720749, 0.01115108, 0.        ,\n",
      "       0.24822631, 0.        , 0.16909035, 0.17770368, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00923383,\n",
      "       0.        , 0.01553662, 0.06602772, 0.05341693, 0.        ,\n",
      "       0.        , 0.13775747, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.013674938157083823, array([0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.0421441, 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 1.5377057, 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       , 0.       , 0.       ,\n",
      "       0.       , 0.       , 0.       , 0.       ], dtype=float32), 0.11406577378511429, array([0.0067905 , 0.01454592, 0.005594  , 0.00808607, 0.00517468,\n",
      "       0.00887709, 0.00564856, 0.01062384, 0.00739162, 0.00576937,\n",
      "       0.00288286, 0.00116229, 0.0095882 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00116861,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00304705, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00288286, 0.        , 0.00919542,\n",
      "       0.00116229, 0.00148683, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.01035688837768615, array([0.0000000e+00, 1.0868409e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.3151541e-04, 5.1097170e-04, 6.8372203e-04, 2.2611136e-03,\n",
      "       0.0000000e+00, 6.2198448e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.0366841e-03, 4.0138056e-04, 2.2101286e-03, 4.1709361e-03,\n",
      "       5.4758629e-03, 2.3075856e-05, 1.0500924e-03, 5.7539023e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.1077420e-03, 4.4782031e-03,\n",
      "       6.9303438e-04, 0.0000000e+00, 0.0000000e+00, 1.0311202e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.5898220e-05, 1.7046625e-03, 7.0344351e-05, 5.3124600e-03,\n",
      "       5.8932143e-04, 8.4046461e-04, 0.0000000e+00, 1.7386531e-04,\n",
      "       7.8799753e-03, 1.5159256e-03, 3.7552235e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.6641924e-04, 2.2712352e-03, 1.7029189e-03,\n",
      "       6.6504069e-04, 9.7092043e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.8557496e-05, 3.7248494e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.2996498e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 8.2590943e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 7.1923207e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.7697024e-04, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.1014350e-05, 5.9425747e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.7796402e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3705020e-04, 0.0000000e+00, 0.0000000e+00, 2.3216314e-03,\n",
      "       5.0436272e-03, 0.0000000e+00, 4.3946991e-04, 2.8272597e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.6303950e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0851563e-03, 3.6165497e-04,\n",
      "       1.8010219e-03, 0.0000000e+00, 0.0000000e+00, 6.6789077e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.0186849e-03, 0.0000000e+00,\n",
      "       1.4436026e-03, 0.0000000e+00, 1.1561459e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 3.5075720e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.2991173e-04,\n",
      "       2.8334721e-03, 7.1772456e-04, 3.4779848e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.0008601243377634318, array([0.18226677, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.12667929, 0.        , 0.01295693,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.01766673, 0.        , 0.        , 0.04199174,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.04159253, 0.        , 0.03667191, 0.0564095 , 0.04537053,\n",
      "       0.        , 0.        , 0.00516087, 0.0287841 , 0.        ,\n",
      "       0.02026405, 0.00783702, 0.06884249, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.11770947,\n",
      "       0.        , 0.04064921, 0.02614954, 0.04261071, 0.        ,\n",
      "       0.        , 0.00726166, 0.        , 0.        , 0.02690038,\n",
      "       0.        , 0.        , 0.06935556, 0.        ], dtype=float32), 0.0023368765051582727, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.06924231, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 3.3448553 ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.08587392419576645, array([0.22932093, 0.07736546, 0.01315751, 0.0985534 , 0.06176049,\n",
      "       0.0738394 , 0.03757716, 0.04668641, 0.04609257, 0.02830105,\n",
      "       0.        , 0.00040084, 0.01584697, 0.07942779, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.07942779, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00040084, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.00445097,\n",
      "       0.00194419, 0.00306751, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.01551579, 0.        ], dtype=float32), 0.08330757266634872, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.19934860e-03, 0.00000000e+00, 1.29176211e-03, 5.40278032e-02,\n",
      "       8.08120240e-03, 0.00000000e+00, 0.00000000e+00, 1.20640172e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.44461907e-04, 6.55428693e-03,\n",
      "       5.12990635e-04, 1.09526049e-03, 3.64555931e-03, 1.61824317e-03,\n",
      "       1.63520187e-01, 0.00000000e+00, 1.58008952e-02, 2.12778747e-02,\n",
      "       1.31175446e-03, 0.00000000e+00, 4.56721932e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.15012452e-02,\n",
      "       3.05602532e-02, 0.00000000e+00, 0.00000000e+00, 3.24682258e-02,\n",
      "       9.15934425e-03, 4.92972555e-03, 0.00000000e+00, 2.71678233e-04,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.74235846e-02,\n",
      "       2.28527039e-02, 0.00000000e+00, 6.26347866e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.41642783e-02, 1.56154903e-02,\n",
      "       6.10950822e-03, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.22845462e-02, 0.00000000e+00, 1.76536225e-04,\n",
      "       0.00000000e+00, 9.37854312e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.84298915e-03, 8.16982314e-02, 0.00000000e+00, 1.01741338e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.32155509e-02, 0.00000000e+00,\n",
      "       1.45683094e-04, 0.00000000e+00, 3.00060939e-02, 1.95388440e-02,\n",
      "       0.00000000e+00, 1.22257415e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 1.03917977e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       9.75125931e-06, 0.00000000e+00, 0.00000000e+00, 1.91837046e-02,\n",
      "       3.88919725e-04, 0.00000000e+00, 3.88486423e-02, 2.39643008e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 3.61199549e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 5.52915633e-02, 0.00000000e+00,\n",
      "       3.43526481e-04, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.85567925e-03, 0.00000000e+00,\n",
      "       3.57103460e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.85759775e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.39212266e-01, 0.00000000e+00],\n",
      "      dtype=float32), 0.004803165211143602, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.5819469e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 3.2016426e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.7736837e-02, 3.1666402e-02, 0.0000000e+00,\n",
      "       3.7524328e-01, 0.0000000e+00, 7.2323546e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.5149664e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.6716402e-01, 1.3038832e-02, 1.2253687e+00,\n",
      "       0.0000000e+00, 5.4051745e-04, 0.0000000e+00, 2.5193876e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3749919e-02,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.007418285576743686, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       3.0953228 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.19893171,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.26139044761657715, array([0.07481854, 0.04574966, 0.09013119, 0.0317134 , 0.04931086,\n",
      "       0.04565146, 0.0646835 , 0.08397089, 0.1139931 , 0.04325559,\n",
      "       0.02796255, 0.        , 0.05238712, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.00058626, 0.02434064, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.02796255, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.02417199, 0.02477406, 0.        ], dtype=float32), 0.05846684208876625, array([0.00000000e+00, 1.03851371e-02, 0.00000000e+00, 3.45332846e-02,\n",
      "       1.71391740e-02, 2.73533864e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.24625064e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 4.24000695e-02, 1.78839453e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.94184329e-02, 0.00000000e+00, 4.15792055e-02, 4.61935904e-03,\n",
      "       1.33565739e-02, 1.59929171e-01, 3.68569093e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.37412125e-01, 2.04121377e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.11101342e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.58828241e-03, 0.00000000e+00,\n",
      "       3.45412761e-01, 4.96326536e-02, 9.55227464e-02, 3.91445607e-02,\n",
      "       0.00000000e+00, 1.71896871e-02, 2.17978269e-01, 1.13594634e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.21359900e-02,\n",
      "       0.00000000e+00, 3.67595702e-02, 2.38659561e-01, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 2.25650687e-02,\n",
      "       0.00000000e+00, 9.96158551e-03, 1.26746297e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 3.55623700e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.72327404e-04, 0.00000000e+00, 0.00000000e+00, 1.32103562e-02,\n",
      "       7.64434636e-02, 2.58468855e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 3.47629525e-02,\n",
      "       2.27958485e-02, 0.00000000e+00, 8.70567339e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.08328667e-02, 0.00000000e+00,\n",
      "       4.97424901e-02, 0.00000000e+00, 2.03509387e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.08149310e-02, 4.74781293e-04, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.91625149e-04, 0.00000000e+00,\n",
      "       6.14559231e-03, 0.00000000e+00, 0.00000000e+00, 1.40563929e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       4.96853627e-02, 1.65188741e-02, 3.54951695e-02, 0.00000000e+00],\n",
      "      dtype=float32), 0.014753714407684743, array([0.        , 0.        , 1.1794677 , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.39896902, 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.9479075 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.0937345 ,\n",
      "       0.        , 1.5228105 , 0.72668904, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.014102263644995967, array([ 0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      , 11.341293,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  3.019005,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ,  0.      ,  0.      ,\n",
      "        0.      ,  0.      ,  0.      ,  0.      ], dtype=float32), 0.03272770345211029, array([0.09510113, 0.0349384 , 0.0156235 , 0.1278951 , 0.05609307,\n",
      "       0.01399351, 0.01873543, 0.04994614, 0.01901028, 0.01215341,\n",
      "       0.00601827, 0.03084716, 0.03540523, 0.        , 0.        ,\n",
      "       0.00709804, 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00601827, 0.        , 0.03517288,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.03084716], dtype=float32), 0.05066429927363583, array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.67674627e-02,\n",
      "       1.17894565e-03, 0.00000000e+00, 4.65706224e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.93543471e-02, 2.17551552e-03,\n",
      "       2.59363884e-03, 0.00000000e+00, 1.42063259e-03, 5.40706445e-04,\n",
      "       3.70353758e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.86623856e-02, 5.02228329e-04, 1.23968616e-01, 2.67832819e-03,\n",
      "       0.00000000e+00, 2.56773047e-02, 9.60261561e-03, 1.68828964e-02,\n",
      "       2.03900435e-03, 0.00000000e+00, 1.32838003e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       2.12786545e-04, 1.76591296e-02, 0.00000000e+00, 1.21918112e-01,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       3.08698595e-01, 0.00000000e+00, 2.56510586e-01, 1.31676560e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.34822966e-02, 5.94737120e-02,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.45830543e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.28293847e-04, 0.00000000e+00, 4.41870652e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.24976422e-04, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 2.61238385e-02, 0.00000000e+00, 2.07230095e-02,\n",
      "       1.68382764e-01, 4.07223590e-03, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.35601994e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.88936871e-02,\n",
      "       1.23590864e-02, 5.23697883e-02, 0.00000000e+00, 1.94987829e-03,\n",
      "       0.00000000e+00, 0.00000000e+00, 2.18750676e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 1.30557688e-02, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 4.76620102e-04, 2.59884098e-03, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
      "       0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 1.05905710e-02,\n",
      "       0.00000000e+00, 3.92606519e-02, 0.00000000e+00, 0.00000000e+00,\n",
      "       1.19997701e-02, 3.93926390e-02, 2.19983496e-02, 2.29042280e-03],\n",
      "      dtype=float32), 0.012426786508964371, array([9.7689386e-05, 0.0000000e+00, 4.9328274e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.8508815e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.8170489e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0464193e-03,\n",
      "       0.0000000e+00, 3.7899345e-02, 1.7095146e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 8.2275696e-02, 0.0000000e+00,\n",
      "       3.8090603e+00, 0.0000000e+00, 0.0000000e+00, 2.0682622e-02,\n",
      "       0.0000000e+00, 1.9801739e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 6.9905348e-02, 0.0000000e+00, 1.0422436e+00,\n",
      "       0.0000000e+00, 5.4237335e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.9873149e-03, 0.0000000e+00],\n",
      "      dtype=float32), 0.03600419286253999, array([ 0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "       19.533716  ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.58963513,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
      "        0.        ,  0.        ,  0.        ,  0.        ], dtype=float32), 0.42723071575164795, array([0.20495208, 0.04334346, 0.06474026, 0.13185744, 0.09420374,\n",
      "       0.11581574, 0.01953237, 0.18470185, 0.07348257, 0.07296579,\n",
      "       0.00746393, 0.        , 0.12895824, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.0046404 , 0.        , 0.        , 0.        ,\n",
      "       0.1216022 , 0.        , 0.        , 0.00272303, 0.        ,\n",
      "       0.        , 0.03944631, 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.00734028, 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.12894300457339164, array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       2.3323391e-02, 1.8442728e-03, 2.6653123e-03, 5.5841432e-05,\n",
      "       1.6047157e-03, 5.2904837e-02, 7.6693930e-02, 1.3118995e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 5.7246257e-04, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 2.1896916e-03, 5.2790903e-04,\n",
      "       3.4597605e-01, 0.0000000e+00, 7.8129822e-05, 1.5707896e-03,\n",
      "       0.0000000e+00, 1.1736095e-03, 2.7621841e-02, 0.0000000e+00,\n",
      "       7.7752516e-02, 0.0000000e+00, 7.7978647e-03, 9.0065291e-03,\n",
      "       9.5019757e-04, 1.2913955e-03, 0.0000000e+00, 8.4764615e-02,\n",
      "       0.0000000e+00, 1.1007600e-01, 0.0000000e+00, 5.3485105e-04,\n",
      "       2.3596135e-03, 1.9450698e-02, 2.2240081e-03, 0.0000000e+00,\n",
      "       2.4059178e-02, 2.3196512e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.8382775e-03, 5.2687204e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 1.7106457e-03, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.3168204e-03, 5.9239981e-03, 1.0385826e-04,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.6794903e-04, 6.8279072e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 4.9924172e-02, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.0616029e-03, 4.8762813e-02, 0.0000000e+00,\n",
      "       4.1926727e-02, 7.2094426e-04, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 3.6915159e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 9.0976566e-04, 0.0000000e+00, 4.3912851e-03,\n",
      "       1.9297893e-03, 0.0000000e+00, 0.0000000e+00, 1.3453525e-01,\n",
      "       3.1425576e-03, 5.1284195e-03, 2.9386077e-03, 6.4899526e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.3418834e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 9.9164881e-02, 2.5971797e-03,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.4349977e-03,\n",
      "       0.0000000e+00, 4.5235418e-03, 0.0000000e+00, 0.0000000e+00,\n",
      "       6.4045964e-03, 0.0000000e+00, 6.6818082e-04, 0.0000000e+00,\n",
      "       5.7055545e-04, 0.0000000e+00, 0.0000000e+00, 3.6903662e-03,\n",
      "       8.4208755e-04, 0.0000000e+00, 0.0000000e+00, 2.5297975e-04,\n",
      "       6.0170856e-03, 3.1199793e-03, 3.3235678e-01, 5.7061540e-04],\n",
      "      dtype=float32), 0.011690004909499067, array([1.6460181e-03, 0.0000000e+00, 3.8547035e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.6859045e-01,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       7.9915419e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       3.7406881e-03, 0.0000000e+00, 1.3453589e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 7.6515108e-02, 1.9074075e-01, 0.0000000e+00,\n",
      "       0.0000000e+00, 2.6300768e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       1.1892956e+00, 0.0000000e+00, 5.8295675e-02, 0.0000000e+00,\n",
      "       0.0000000e+00, 5.7640107e-05, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 1.4882806e-01, 0.0000000e+00, 2.8146653e+00,\n",
      "       4.7222888e-01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       9.6499689e-02, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n",
      "       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00],\n",
      "      dtype=float32), 0.027598591816288685, array([0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       6.2837205 , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.53939086,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        , 0.        ,\n",
      "       0.        , 0.        , 0.        , 0.        ], dtype=float32), 0.4447510242462158]\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "Input could not be cast to an at-least-1D NumPy array",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[21], line 4\u001b[0m\n\u001b[0;32m      2\u001b[0m l2 \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28msum\u001b[39m(i\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m y)\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m0.5\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m y \u001b[38;5;129;01min\u001b[39;00m Net_mse_grad]\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28mprint\u001b[39m(l2)\n\u001b[1;32m----> 4\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43ml2\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32md:\\ruanjian\\Lib\\site-packages\\matplotlib\\pyplot.py:3794\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   3786\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39mplot)\n\u001b[0;32m   3787\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot\u001b[39m(\n\u001b[0;32m   3788\u001b[0m     \u001b[38;5;241m*\u001b[39margs: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m ArrayLike \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mstr\u001b[39m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   3792\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   3793\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mlist\u001b[39m[Line2D]:\n\u001b[1;32m-> 3794\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgca\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   3795\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   3796\u001b[0m \u001b[43m        \u001b[49m\u001b[43mscalex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscalex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   3797\u001b[0m \u001b[43m        \u001b[49m\u001b[43mscaley\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscaley\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   3798\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m}\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   3799\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   3800\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32md:\\ruanjian\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:1779\u001b[0m, in \u001b[0;36mAxes.plot\u001b[1;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1536\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1537\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[0;32m   1538\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1776\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[0;32m   1777\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1778\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[1;32m-> 1779\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[0;32m   1780\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[0;32m   1781\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n",
      "File \u001b[1;32md:\\ruanjian\\Lib\\site-packages\\matplotlib\\axes\\_base.py:296\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[1;34m(self, axes, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m    294\u001b[0m     this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[0;32m    295\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[1;32m--> 296\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_plot_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    297\u001b[0m \u001b[43m    \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mambiguous_fmt_datakey\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32md:\\ruanjian\\Lib\\site-packages\\matplotlib\\axes\\_base.py:478\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[1;34m(self, axes, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[0;32m    476\u001b[0m     y \u001b[38;5;241m=\u001b[39m _check_1d(xy[\u001b[38;5;241m1\u001b[39m])\n\u001b[0;32m    477\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 478\u001b[0m     x, y \u001b[38;5;241m=\u001b[39m \u001b[43mindex_of\u001b[49m\u001b[43m(\u001b[49m\u001b[43mxy\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    480\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m axes\u001b[38;5;241m.\u001b[39mxaxis \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    481\u001b[0m     axes\u001b[38;5;241m.\u001b[39mxaxis\u001b[38;5;241m.\u001b[39mupdate_units(x)\n",
      "File \u001b[1;32md:\\ruanjian\\Lib\\site-packages\\matplotlib\\cbook.py:1725\u001b[0m, in \u001b[0;36mindex_of\u001b[1;34m(y)\u001b[0m\n\u001b[0;32m   1723\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1724\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39marange(y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m], dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mfloat\u001b[39m), y\n\u001b[1;32m-> 1725\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mInput could not be cast to an at-least-1D NumPy array\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: Input could not be cast to an at-least-1D NumPy array"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# print(Net_mse_grad)\n",
    "l2 = [sum(i**2 for i in y)**0.5 for y in Net_mse_grad]\n",
    "print(l2)\n",
    "plt.plot(l2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据上述的简单操作可以对数据集进行以下描述：\n",
    "数据集：\n",
    "1、数据集的第1列为编号数据，可以删除；第2列到第11列为连续型特征，第12列到第55列为离散型特征，最后一列为标识数据。\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
